Overview
Dataset statistics
| Number of variables | 55 |
|---|---|
| Number of observations | 179 |
| Missing cells | 1032 |
| Missing cells (%) | 10.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 228.8 KiB |
| Average record size in memory | 1.3 KiB |
Variable types
| Categorical | 32 |
|---|---|
| DateTime | 2 |
| Numeric | 20 |
| Boolean | 1 |
Dataset
| Description | JHB_EZIN_025 - Quality-corrected harmonized data |
|---|---|
| Creator | RP2 Clinical Data Quality Team |
| Author | Quality-Checked Data |
| URL | HEAT Research Projects |
Variable descriptions
| Age (at enrolment) | Patient age at study enrollment |
|---|---|
| Sex | Biological sex |
| Race | Racial/ethnic group |
| CD4 cell count (cells/µL) | CD4+ T lymphocyte count (missing codes removed) |
| HIV viral load (copies/mL) | HIV RNA copies per mL (missing codes removed) |
| Antiretroviral Therapy Status | Current ART status |
| BMI (kg/m²) | Body Mass Index (extreme values removed) |
| Waist circumference (cm) | Waist circumference (corrected from mm to cm) |
| weight_kg | Body weight in kilograms |
| height_m | Height in meters |
| Hematocrit (%) | Hematocrit (zero values removed) |
| hemoglobin_g_dL | Hemoglobin concentration |
| White blood cell count (×10³/µL) | Total WBC count |
| Red blood cell count (×10⁶/µL) | Total RBC count |
| Platelet count (×10³/µL) | Platelet count (missing codes removed) |
| MCV (MEAN CELL VOLUME) | Mean corpuscular volume |
| mch_pg | Mean corpuscular hemoglobin |
| mchc_g_dL | Mean corpuscular hemoglobin concentration |
| RDW | Red cell distribution width |
| Lymphocyte count (×10⁹/L) | Lymphocyte absolute count (corrected labeling) |
| Neutrophil count (×10⁹/L) | Neutrophil absolute count (corrected labeling) |
| Monocyte count (×10⁹/L) | Monocyte absolute count (corrected labeling) |
| Eosinophil count (×10⁹/L) | Eosinophil absolute count (corrected labeling) |
| Basophil count (×10⁹/L) | Basophil absolute count (corrected labeling) |
| ALT (U/L) | Alanine aminotransferase (missing codes removed) |
| AST (U/L) | Aspartate aminotransferase |
| Alkaline phosphatase (U/L) | Alkaline phosphatase |
| Total bilirubin (mg/dL) | Total bilirubin |
| Albumin (g/dL) | Serum albumin |
| Total protein (g/dL) | Total serum protein |
| creatinine_umol_L | Serum creatinine |
| creatinine clearance | Estimated creatinine clearance |
| Sodium (mEq/L) | Serum sodium |
| Potassium (mEq/L) | Serum potassium |
| fasting_glucose_mmol_L | Fasting blood glucose |
| total_cholesterol_mg_dL | Total cholesterol |
| hdl_cholesterol_mg_dL | HDL cholesterol |
| ldl_cholesterol_mg_dL | LDL cholesterol |
| Triglycerides (mg/dL) | Triglycerides |
| systolic_bp_mmHg | Systolic blood pressure |
| diastolic_bp_mmHg | Diastolic blood pressure |
| heart_rate_bpm | Heart rate (zero values removed) |
| Respiratory rate (breaths/min) | Respiratory rate |
| Oxygen saturation (%) | Oxygen saturation |
| body_temperature_celsius | Body temperature |
| climate_daily_mean_temp | Daily mean temperature |
| climate_daily_max_temp | Daily maximum temperature |
| climate_temp_anomaly | Temperature anomaly from baseline |
| climate_heat_day_p90 | Heat day indicator (>90th percentile) |
| climate_heat_stress_index | Heat stress index |
| cd4_correction_applied | Quality flag: CD4 missing codes removed |
| final_comprehensive_fix_applied | Quality flag: Comprehensive corrections applied |
| waist_circ_unit_correction_applied | Quality flag: Waist circ unit corrected |
| sa_biomarker_standards | South African biomarker reference standards |
study_source has constant value "JHB_EZIN_025" | Constant |
latitude has constant value "-26.2041" | Constant |
city has constant value "Johannesburg" | Constant |
province has constant value "Gauteng" | Constant |
country has constant value "South Africa" | Constant |
Country has constant value "South Africa" | Constant |
coordinate_precision has constant value "high" | Constant |
geographic_source has constant value "harmonized_datasets" | Constant |
HEAT_STRESS_RISK_CATEGORY has constant value "LOW" | Constant |
HIV_status has constant value "Positive" | Constant |
johannesburg_metro_valid has constant value "1.0" | Constant |
study_site_location has constant value "Johannesburg (General)" | Constant |
climate_heat_day_p90 has constant value "0.0" | Constant |
climate_heat_day_p95 has constant value "0.0" | Constant |
sa_biomarker_standards has constant value "1.0" | Constant |
cd4_correction_applied has constant value "0.0" | Constant |
final_comprehensive_fix_applied has constant value "1.0" | Constant |
total_protein_extreme_flag has constant value "0.0" | Constant |
dphru_053_final_corrections_applied has constant value "0.0" | Constant |
ezin_002_final_corrections_applied has constant value "0.0" | Constant |
quality_harmonization_version has constant value "2.0" | Constant |
waist_circ_unit_correction_applied has constant value "False" | Constant |
BMI (kg/m²) is highly overall correlated with HEAT_VULNERABILITY_SCORE and 7 other fields | High correlation |
HEAT_VULNERABILITY_SCORE is highly overall correlated with BMI (kg/m²) and 22 other fields | High correlation |
Other measures of obesity is highly overall correlated with BMI (kg/m²) and 7 other fields | High correlation |
Respiratory rate (breaths/min) is highly overall correlated with HEAT_VULNERABILITY_SCORE and 6 other fields | High correlation |
body_temperature_celsius is highly overall correlated with HEAT_VULNERABILITY_SCORE and 5 other fields | High correlation |
climate_14d_mean_temp is highly overall correlated with HEAT_VULNERABILITY_SCORE and 14 other fields | High correlation |
climate_30d_mean_temp is highly overall correlated with HEAT_VULNERABILITY_SCORE and 14 other fields | High correlation |
climate_7d_max_temp is highly overall correlated with HEAT_VULNERABILITY_SCORE and 15 other fields | High correlation |
climate_7d_mean_temp is highly overall correlated with HEAT_VULNERABILITY_SCORE and 14 other fields | High correlation |
climate_daily_max_temp is highly overall correlated with HEAT_VULNERABILITY_SCORE and 16 other fields | High correlation |
climate_daily_mean_temp is highly overall correlated with HEAT_VULNERABILITY_SCORE and 15 other fields | High correlation |
climate_daily_min_temp is highly overall correlated with HEAT_VULNERABILITY_SCORE and 15 other fields | High correlation |
climate_heat_stress_index is highly overall correlated with HEAT_VULNERABILITY_SCORE and 15 other fields | High correlation |
climate_p90_threshold is highly overall correlated with BMI (kg/m²) and 22 other fields | High correlation |
climate_p95_threshold is highly overall correlated with BMI (kg/m²) and 22 other fields | High correlation |
climate_p99_threshold is highly overall correlated with BMI (kg/m²) and 22 other fields | High correlation |
climate_season is highly overall correlated with HEAT_VULNERABILITY_SCORE and 16 other fields | High correlation |
climate_standardized_anomaly is highly overall correlated with HEAT_VULNERABILITY_SCORE and 15 other fields | High correlation |
climate_temp_anomaly is highly overall correlated with HEAT_VULNERABILITY_SCORE and 10 other fields | High correlation |
coordinate_source is highly overall correlated with HEAT_VULNERABILITY_SCORE and 5 other fields | High correlation |
heart_rate_bpm is highly overall correlated with HEAT_VULNERABILITY_SCORE and 5 other fields | High correlation |
height_m is highly overall correlated with HEAT_VULNERABILITY_SCORE and 5 other fields | High correlation |
jhb_subregion is highly overall correlated with BMI (kg/m²) and 9 other fields | High correlation |
longitude is highly overall correlated with BMI (kg/m²) and 9 other fields | High correlation |
month is highly overall correlated with HEAT_VULNERABILITY_SCORE and 6 other fields | High correlation |
respiration rate is highly overall correlated with HEAT_VULNERABILITY_SCORE and 6 other fields | High correlation |
season is highly overall correlated with HEAT_VULNERABILITY_SCORE and 16 other fields | High correlation |
weight_kg is highly overall correlated with BMI (kg/m²) and 7 other fields | High correlation |
year is highly overall correlated with HEAT_VULNERABILITY_SCORE and 13 other fields | High correlation |
longitude is highly imbalanced (84.6%) | Imbalance |
jhb_subregion is highly imbalanced (84.6%) | Imbalance |
respiration rate has 129 (72.1%) missing values | Missing |
Other measures of obesity has 129 (72.1%) missing values | Missing |
BMI (kg/m²) has 129 (72.1%) missing values | Missing |
Respiratory rate (breaths/min) has 129 (72.1%) missing values | Missing |
heart_rate_bpm has 129 (72.1%) missing values | Missing |
body_temperature_celsius has 129 (72.1%) missing values | Missing |
weight_kg has 129 (72.1%) missing values | Missing |
height_m has 129 (72.1%) missing values | Missing |
Reproduction
| Analysis started | 2025-11-24 22:06:43.450561 |
|---|---|
| Analysis finished | 2025-11-24 22:06:56.987872 |
| Duration | 13.54 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
study_source
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.1 KiB |
| JHB_EZIN_025 |
|---|
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | JHB_EZIN_025 |
|---|---|
| 2nd row | JHB_EZIN_025 |
| 3rd row | JHB_EZIN_025 |
| 4th row | JHB_EZIN_025 |
| 5th row | JHB_EZIN_025 |
Common Values
| Value | Count | Frequency (%) |
| JHB_EZIN_025 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| jhb_ezin_025 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 358 | |
| J | 179 | |
| H | 179 | |
| B | 179 | |
| E | 179 | |
| Z | 179 | |
| I | 179 | |
| N | 179 | |
| 0 | 179 | |
| 2 | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1253 | |
| Decimal Number | 537 | |
| Connector Punctuation | 358 | 16.7% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 179 | |
| H | 179 | |
| B | 179 | |
| E | 179 | |
| Z | 179 | |
| I | 179 | |
| N | 179 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 179 | |
| 2 | 179 | |
| 5 | 179 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 358 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1253 | |
| Common | 895 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| J | 179 | |
| H | 179 | |
| B | 179 | |
| E | 179 | |
| Z | 179 | |
| I | 179 | |
| N | 179 |
Common
| Value | Count | Frequency (%) |
| _ | 358 | |
| 0 | 179 | |
| 2 | 179 | |
| 5 | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2148 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| _ | 358 | |
| J | 179 | |
| H | 179 | |
| B | 179 | |
| E | 179 | |
| Z | 179 | |
| I | 179 | |
| N | 179 | |
| 0 | 179 | |
| 2 | 179 |
primary_date
Date
| Distinct | 86 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 KiB |
| Minimum | 2020-09-08 00:00:00 |
|---|---|
| Maximum | 2021-07-29 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
year
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.0 KiB |
| 2021.0 | |
|---|---|
| 2020.0 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2020.0 |
|---|---|
| 2nd row | 2020.0 |
| 3rd row | 2020.0 |
| 4th row | 2020.0 |
| 5th row | 2020.0 |
Common Values
| Value | Count | Frequency (%) |
| 2021.0 | 148 | |
| 2020.0 | 31 | 17.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2021.0 | 148 | |
| 2020.0 | 31 | 17.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 389 | |
| 2 | 358 | |
| . | 179 | |
| 1 | 148 | 13.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 895 | |
| Other Punctuation | 179 | 16.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 389 | |
| 2 | 358 | |
| 1 | 148 | 16.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1074 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 389 | |
| 2 | 358 | |
| . | 179 | |
| 1 | 148 | 13.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1074 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 389 | |
| 2 | 358 | |
| . | 179 | |
| 1 | 148 | 13.8% |
month
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4860335 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.0434264 |
|---|---|
| Coefficient of variation (CV) | 0.55475899 |
| Kurtosis | -0.70995305 |
| Mean | 5.4860335 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.077888098 |
| Sum | 982 |
| Variance | 9.2624443 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 6 | 50 | |
| 7 | 31 | |
| 1 | 29 | |
| 2 | 15 | 8.4% |
| 10 | 12 | 6.7% |
| 3 | 12 | 6.7% |
| 5 | 10 | 5.6% |
| 9 | 9 | 5.0% |
| 11 | 5 | 2.8% |
| 12 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 1 | 29 | |
| 2 | 15 | 8.4% |
| 3 | 12 | 6.7% |
| 4 | 1 | 0.6% |
| 5 | 10 | 5.6% |
| 6 | 50 | |
| 7 | 31 | |
| 9 | 9 | 5.0% |
| 10 | 12 | 6.7% |
| 11 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 12 | 5 | 2.8% |
| 11 | 5 | 2.8% |
| 10 | 12 | 6.7% |
| 9 | 9 | 5.0% |
| 7 | 31 | |
| 6 | 50 | |
| 5 | 10 | 5.6% |
| 4 | 1 | 0.6% |
| 3 | 12 | 6.7% |
| 2 | 15 | 8.4% |
season
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.0 KiB |
| Winter | |
|---|---|
| Summer | |
| Spring | |
| Autumn |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Spring |
|---|---|
| 2nd row | Spring |
| 3rd row | Spring |
| 4th row | Spring |
| 5th row | Spring |
Common Values
| Value | Count | Frequency (%) |
| Winter | 81 | |
| Summer | 49 | |
| Spring | 26 | 14.5% |
| Autumn | 23 | 12.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| winter | 81 | |
| summer | 49 | |
| spring | 26 | 14.5% |
| autumn | 23 | 12.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 895 | |
| Uppercase Letter | 179 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| p | 26 | 2.9% |
| g | 26 | 2.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 81 | |
| S | 75 | |
| A | 23 | 12.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1074 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1074 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
latitude
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.4 KiB |
| -26.2041 |
|---|
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -26.2041 |
|---|---|
| 2nd row | -26.2041 |
| 3rd row | -26.2041 |
| 4th row | -26.2041 |
| 5th row | -26.2041 |
Common Values
| Value | Count | Frequency (%) |
| -26.2041 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 26.2041 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 358 | |
| - | 179 | |
| 6 | 179 | |
| . | 179 | |
| 0 | 179 | |
| 4 | 179 | |
| 1 | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1074 | |
| Dash Punctuation | 179 | 12.5% |
| Other Punctuation | 179 | 12.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 358 | |
| 6 | 179 | |
| 0 | 179 | |
| 4 | 179 | |
| 1 | 179 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 179 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1432 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 358 | |
| - | 179 | |
| 6 | 179 | |
| . | 179 | |
| 0 | 179 | |
| 4 | 179 | |
| 1 | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1432 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 358 | |
| - | 179 | |
| 6 | 179 | |
| . | 179 | |
| 0 | 179 | |
| 4 | 179 | |
| 1 | 179 |
longitude
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.2 KiB |
| 28.0473 | |
|---|---|
| 27.9394 | 4 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 28.0473 |
|---|---|
| 2nd row | 28.0473 |
| 3rd row | 28.0473 |
| 4th row | 28.0473 |
| 5th row | 28.0473 |
Common Values
| Value | Count | Frequency (%) |
| 28.0473 | 175 | |
| 27.9394 | 4 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 28.0473 | 175 | |
| 27.9394 | 4 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 179 | |
| . | 179 | |
| 4 | 179 | |
| 7 | 179 | |
| 3 | 179 | |
| 8 | 175 | |
| 0 | 175 | |
| 9 | 8 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1074 | |
| Other Punctuation | 179 | 14.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 179 | |
| 4 | 179 | |
| 7 | 179 | |
| 3 | 179 | |
| 8 | 175 | |
| 0 | 175 | |
| 9 | 8 | 0.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1253 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 179 | |
| . | 179 | |
| 4 | 179 | |
| 7 | 179 | |
| 3 | 179 | |
| 8 | 175 | |
| 0 | 175 | |
| 9 | 8 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1253 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 179 | |
| . | 179 | |
| 4 | 179 | |
| 7 | 179 | |
| 3 | 179 | |
| 8 | 175 | |
| 0 | 175 | |
| 9 | 8 | 0.6% |
jhb_subregion
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.9 KiB |
| Central_JHB | |
|---|---|
| Western_JHB | 4 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 11 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Central_JHB |
|---|---|
| 2nd row | Central_JHB |
| 3rd row | Central_JHB |
| 4th row | Central_JHB |
| 5th row | Central_JHB |
Common Values
| Value | Count | Frequency (%) |
| Central_JHB | 175 | |
| Western_JHB | 4 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| central_jhb | 175 | |
| western_jhb | 4 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 183 | |
| n | 179 | |
| t | 179 | |
| r | 179 | |
| _ | 179 | |
| J | 179 | |
| H | 179 | |
| B | 179 | |
| C | 175 | |
| a | 175 | |
| Other values (3) | 183 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1074 | |
| Uppercase Letter | 716 | |
| Connector Punctuation | 179 | 9.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 183 | |
| n | 179 | |
| t | 179 | |
| r | 179 | |
| a | 175 | |
| l | 175 | |
| s | 4 | 0.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 179 | |
| H | 179 | |
| B | 179 | |
| C | 175 | |
| W | 4 | 0.6% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1790 | |
| Common | 179 | 9.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 183 | |
| n | 179 | |
| t | 179 | |
| r | 179 | |
| J | 179 | |
| H | 179 | |
| B | 179 | |
| C | 175 | |
| a | 175 | |
| l | 175 | |
| Other values (2) | 8 | 0.4% |
Common
| Value | Count | Frequency (%) |
| _ | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1969 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 183 | |
| n | 179 | |
| t | 179 | |
| r | 179 | |
| _ | 179 | |
| J | 179 | |
| H | 179 | |
| B | 179 | |
| C | 175 | |
| a | 175 | |
| Other values (3) | 183 |
city
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.1 KiB |
| Johannesburg |
|---|
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Johannesburg |
|---|---|
| 2nd row | Johannesburg |
| 3rd row | Johannesburg |
| 4th row | Johannesburg |
| 5th row | Johannesburg |
Common Values
| Value | Count | Frequency (%) |
| Johannesburg | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| johannesburg | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 358 | |
| J | 179 | |
| o | 179 | |
| h | 179 | |
| a | 179 | |
| e | 179 | |
| s | 179 | |
| b | 179 | |
| u | 179 | |
| r | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1969 | |
| Uppercase Letter | 179 | 8.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 358 | |
| o | 179 | |
| h | 179 | |
| a | 179 | |
| e | 179 | |
| s | 179 | |
| b | 179 | |
| u | 179 | |
| r | 179 | |
| g | 179 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2148 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 358 | |
| J | 179 | |
| o | 179 | |
| h | 179 | |
| a | 179 | |
| e | 179 | |
| s | 179 | |
| b | 179 | |
| u | 179 | |
| r | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2148 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 358 | |
| J | 179 | |
| o | 179 | |
| h | 179 | |
| a | 179 | |
| e | 179 | |
| s | 179 | |
| b | 179 | |
| u | 179 | |
| r | 179 |
province
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.2 KiB |
| Gauteng |
|---|
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gauteng |
|---|---|
| 2nd row | Gauteng |
| 3rd row | Gauteng |
| 4th row | Gauteng |
| 5th row | Gauteng |
Common Values
| Value | Count | Frequency (%) |
| Gauteng | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gauteng | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 179 | |
| a | 179 | |
| u | 179 | |
| t | 179 | |
| e | 179 | |
| n | 179 | |
| g | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1074 | |
| Uppercase Letter | 179 | 14.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 179 | |
| u | 179 | |
| t | 179 | |
| e | 179 | |
| n | 179 | |
| g | 179 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1253 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| G | 179 | |
| a | 179 | |
| u | 179 | |
| t | 179 | |
| e | 179 | |
| n | 179 | |
| g | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1253 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| G | 179 | |
| a | 179 | |
| u | 179 | |
| t | 179 | |
| e | 179 | |
| n | 179 | |
| g | 179 |
country
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.1 KiB |
| South Africa |
|---|
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | South Africa |
|---|---|
| 2nd row | South Africa |
| 3rd row | South Africa |
| 4th row | South Africa |
| 5th row | South Africa |
Common Values
| Value | Count | Frequency (%) |
| South Africa | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| south | 179 | |
| africa | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 179 | |
| o | 179 | |
| u | 179 | |
| t | 179 | |
| h | 179 | |
| 179 | ||
| A | 179 | |
| f | 179 | |
| r | 179 | |
| i | 179 | |
| Other values (2) | 358 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1611 | |
| Uppercase Letter | 358 | 16.7% |
| Space Separator | 179 | 8.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 179 | |
| u | 179 | |
| t | 179 | |
| h | 179 | |
| f | 179 | |
| r | 179 | |
| i | 179 | |
| c | 179 | |
| a | 179 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 179 | |
| A | 179 |
Space Separator
| Value | Count | Frequency (%) |
| 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1969 | |
| Common | 179 | 8.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 179 | |
| o | 179 | |
| u | 179 | |
| t | 179 | |
| h | 179 | |
| A | 179 | |
| f | 179 | |
| r | 179 | |
| i | 179 | |
| c | 179 |
Common
| Value | Count | Frequency (%) |
| 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2148 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 179 | |
| o | 179 | |
| u | 179 | |
| t | 179 | |
| h | 179 | |
| 179 | ||
| A | 179 | |
| f | 179 | |
| r | 179 | |
| i | 179 | |
| Other values (2) | 358 |
date
Date
| Distinct | 86 |
|---|---|
| Distinct (%) | 48.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 KiB |
| Minimum | 2020-09-08 00:00:00 |
|---|---|
| Maximum | 2021-07-29 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Country
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.1 KiB |
| South Africa |
|---|
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | South Africa |
|---|---|
| 2nd row | South Africa |
| 3rd row | South Africa |
| 4th row | South Africa |
| 5th row | South Africa |
Common Values
| Value | Count | Frequency (%) |
| South Africa | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| south | 179 | |
| africa | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 179 | |
| o | 179 | |
| u | 179 | |
| t | 179 | |
| h | 179 | |
| 179 | ||
| A | 179 | |
| f | 179 | |
| r | 179 | |
| i | 179 | |
| Other values (2) | 358 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1611 | |
| Uppercase Letter | 358 | 16.7% |
| Space Separator | 179 | 8.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 179 | |
| u | 179 | |
| t | 179 | |
| h | 179 | |
| f | 179 | |
| r | 179 | |
| i | 179 | |
| c | 179 | |
| a | 179 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 179 | |
| A | 179 |
Space Separator
| Value | Count | Frequency (%) |
| 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1969 | |
| Common | 179 | 8.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 179 | |
| o | 179 | |
| u | 179 | |
| t | 179 | |
| h | 179 | |
| A | 179 | |
| f | 179 | |
| r | 179 | |
| i | 179 | |
| c | 179 |
Common
| Value | Count | Frequency (%) |
| 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2148 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 179 | |
| o | 179 | |
| u | 179 | |
| t | 179 | |
| h | 179 | |
| 179 | ||
| A | 179 | |
| f | 179 | |
| r | 179 | |
| i | 179 | |
| Other values (2) | 358 |
Clinical Study ID
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.8 KiB |
| Arm B | |
|---|---|
| Arm A | |
| Arm D | |
| Arm C | |
| Arm E |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Arm A |
|---|---|
| 2nd row | Arm B |
| 3rd row | Arm A |
| 4th row | Arm C |
| 5th row | Arm A |
Common Values
| Value | Count | Frequency (%) |
| Arm B | 39 | |
| Arm A | 36 | |
| Arm D | 36 | |
| Arm C | 35 | |
| Arm E | 33 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| arm | 179 | |
| b | 39 | 10.9% |
| a | 36 | 10.1% |
| d | 36 | 10.1% |
| c | 35 | 9.8% |
| e | 33 | 9.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 215 | |
| r | 179 | |
| m | 179 | |
| 179 | ||
| B | 39 | 4.4% |
| D | 36 | 4.0% |
| C | 35 | 3.9% |
| E | 33 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 358 | |
| Lowercase Letter | 358 | |
| Space Separator | 179 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 215 | |
| B | 39 | 10.9% |
| D | 36 | 10.1% |
| C | 35 | 9.8% |
| E | 33 | 9.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 179 | |
| m | 179 |
Space Separator
| Value | Count | Frequency (%) |
| 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 716 | |
| Common | 179 | 20.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 215 | |
| r | 179 | |
| m | 179 | |
| B | 39 | 5.4% |
| D | 36 | 5.0% |
| C | 35 | 4.9% |
| E | 33 | 4.6% |
Common
| Value | Count | Frequency (%) |
| 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 895 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 215 | |
| r | 179 | |
| m | 179 | |
| 179 | ||
| B | 39 | 4.4% |
| D | 36 | 4.0% |
| C | 35 | 3.9% |
| E | 33 | 3.7% |
Potassium (mEq/L)
Real number (ℝ)
Serum potassium
| Distinct | 30 |
|---|---|
| Distinct (%) | 16.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8128492 |
| Minimum | 3.5 |
|---|---|
| Maximum | 6.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 3.5 |
|---|---|
| 5-th percentile | 3.9 |
| Q1 | 4.4 |
| median | 4.8 |
| Q3 | 5.1 |
| 95-th percentile | 5.9 |
| Maximum | 6.6 |
| Range | 3.1 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.60670619 |
|---|---|
| Coefficient of variation (CV) | 0.12605967 |
| Kurtosis | 0.32414825 |
| Mean | 4.8128492 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 0.53010157 |
| Sum | 861.5 |
| Variance | 0.3680924 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 4.7 | 16 | 8.9% |
| 4.9 | 15 | 8.4% |
| 4.8 | 15 | 8.4% |
| 4.3 | 13 | 7.3% |
| 4.4 | 11 | 6.1% |
| 5.1 | 10 | 5.6% |
| 4.6 | 10 | 5.6% |
| 5 | 9 | 5.0% |
| 5.2 | 9 | 5.0% |
| 4.1 | 8 | 4.5% |
| Other values (20) | 63 |
| Value | Count | Frequency (%) |
| 3.5 | 1 | 0.6% |
| 3.6 | 1 | 0.6% |
| 3.7 | 2 | 1.1% |
| 3.8 | 3 | 1.7% |
| 3.9 | 6 | |
| 4 | 2 | 1.1% |
| 4.1 | 8 | |
| 4.2 | 6 | |
| 4.3 | 13 | |
| 4.4 | 11 |
| Value | Count | Frequency (%) |
| 6.6 | 2 | 1.1% |
| 6.4 | 1 | 0.6% |
| 6.3 | 1 | 0.6% |
| 6.2 | 3 | |
| 6.1 | 1 | 0.6% |
| 5.9 | 3 | |
| 5.8 | 2 | 1.1% |
| 5.7 | 5 | |
| 5.6 | 3 | |
| 5.5 | 6 |
respiration rate
Real number (ℝ)
High correlation Missing
| Distinct | 8 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.94 |
| Minimum | 14 |
|---|---|
| Maximum | 22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 14.9 |
| Q1 | 16 |
| median | 18 |
| Q3 | 19 |
| 95-th percentile | 21 |
| Maximum | 22 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.8888502 |
|---|---|
| Coefficient of variation (CV) | 0.10528708 |
| Kurtosis | -0.05870419 |
| Mean | 17.94 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | -0.023727412 |
| Sum | 897 |
| Variance | 3.5677551 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 18 | 20 | 11.2% |
| 16 | 11 | 6.1% |
| 20 | 7 | 3.9% |
| 19 | 4 | 2.2% |
| 14 | 3 | 1.7% |
| 22 | 2 | 1.1% |
| 21 | 2 | 1.1% |
| 17 | 1 | 0.6% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 14 | 3 | 1.7% |
| 16 | 11 | |
| 17 | 1 | 0.6% |
| 18 | 20 | |
| 19 | 4 | 2.2% |
| 20 | 7 | 3.9% |
| 21 | 2 | 1.1% |
| 22 | 2 | 1.1% |
| Value | Count | Frequency (%) |
| 22 | 2 | 1.1% |
| 21 | 2 | 1.1% |
| 20 | 7 | 3.9% |
| 19 | 4 | 2.2% |
| 18 | 20 | |
| 17 | 1 | 0.6% |
| 16 | 11 | |
| 14 | 3 | 1.7% |
Other measures of obesity
Real number (ℝ)
High correlation Missing
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.533794 |
| Minimum | 17.50639 |
|---|---|
| Maximum | 44.88645 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 17.50639 |
|---|---|
| 5-th percentile | 18.452728 |
| Q1 | 20.78304 |
| median | 26.201519 |
| Q3 | 31.251109 |
| 95-th percentile | 37.077056 |
| Maximum | 44.88645 |
| Range | 27.38006 |
| Interquartile range (IQR) | 10.468069 |
Descriptive statistics
| Standard deviation | 6.2062204 |
|---|---|
| Coefficient of variation (CV) | 0.23389872 |
| Kurtosis | 0.15607854 |
| Mean | 26.533794 |
| Median Absolute Deviation (MAD) | 5.3291005 |
| Skewness | 0.61774767 |
| Sum | 1326.6897 |
| Variance | 38.517172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18.57703725 | 1 | 0.6% |
| 38.28567281 | 1 | 0.6% |
| 18.18550568 | 1 | 0.6% |
| 33.60839609 | 1 | 0.6% |
| 21.25401829 | 1 | 0.6% |
| 28.83315306 | 1 | 0.6% |
| 25.68311617 | 1 | 0.6% |
| 22.2107438 | 1 | 0.6% |
| 32.51027432 | 1 | 0.6% |
| 31.99217133 | 1 | 0.6% |
| Other values (40) | 40 | 22.3% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 17.50638983 | 1 | |
| 18.18550568 | 1 | |
| 18.35102041 | 1 | |
| 18.57703725 | 1 | |
| 19.3452381 | 1 | |
| 19.43440083 | 1 | |
| 19.48696145 | 1 | |
| 19.82948189 | 1 | |
| 20.13045785 | 1 | |
| 20.18907226 | 1 |
| Value | Count | Frequency (%) |
| 44.88645024 | 1 | |
| 39.1015625 | 1 | |
| 38.28567281 | 1 | |
| 35.5998576 | 1 | |
| 33.60839609 | 1 | |
| 32.84149014 | 1 | |
| 32.63762972 | 1 | |
| 32.51027432 | 1 | |
| 32.12736204 | 1 | |
| 31.99217133 | 1 |
coordinate_source
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.1 KiB |
| JHB_EZIN_025 | |
|---|---|
| JHB_VIDA_008 | |
| JHB_SCHARP_006 | 4 |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 12.044693 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | JHB_VIDA_008 |
|---|---|
| 2nd row | JHB_VIDA_008 |
| 3rd row | JHB_VIDA_008 |
| 4th row | JHB_VIDA_008 |
| 5th row | JHB_VIDA_008 |
Common Values
| Value | Count | Frequency (%) |
| JHB_EZIN_025 | 122 | |
| JHB_VIDA_008 | 53 | |
| JHB_SCHARP_006 | 4 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| jhb_ezin_025 | 122 | |
| jhb_vida_008 | 53 | |
| jhb_scharp_006 | 4 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 358 | |
| 0 | 236 | |
| H | 183 | |
| J | 179 | |
| B | 179 | |
| I | 175 | |
| 2 | 122 | 5.7% |
| 5 | 122 | 5.7% |
| N | 122 | 5.7% |
| Z | 122 | 5.7% |
| Other values (10) | 358 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1261 | |
| Decimal Number | 537 | |
| Connector Punctuation | 358 | 16.6% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 183 | |
| J | 179 | |
| B | 179 | |
| I | 175 | |
| N | 122 | |
| Z | 122 | |
| E | 122 | |
| A | 57 | 4.5% |
| V | 53 | 4.2% |
| D | 53 | 4.2% |
| Other values (4) | 16 | 1.3% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 236 | |
| 2 | 122 | |
| 5 | 122 | |
| 8 | 53 | 9.9% |
| 6 | 4 | 0.7% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 358 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1261 | |
| Common | 895 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| H | 183 | |
| J | 179 | |
| B | 179 | |
| I | 175 | |
| N | 122 | |
| Z | 122 | |
| E | 122 | |
| A | 57 | 4.5% |
| V | 53 | 4.2% |
| D | 53 | 4.2% |
| Other values (4) | 16 | 1.3% |
Common
| Value | Count | Frequency (%) |
| _ | 358 | |
| 0 | 236 | |
| 2 | 122 | 13.6% |
| 5 | 122 | 13.6% |
| 8 | 53 | 5.9% |
| 6 | 4 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2156 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| _ | 358 | |
| 0 | 236 | |
| H | 183 | |
| J | 179 | |
| B | 179 | |
| I | 175 | |
| 2 | 122 | 5.7% |
| 5 | 122 | 5.7% |
| N | 122 | 5.7% |
| Z | 122 | 5.7% |
| Other values (10) | 358 |
coordinate_precision
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.7 KiB |
| high |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | high |
|---|---|
| 2nd row | high |
| 3rd row | high |
| 4th row | high |
| 5th row | high |
Common Values
| Value | Count | Frequency (%) |
| high | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| high | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 358 | |
| i | 179 | |
| g | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 716 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| h | 358 | |
| i | 179 | |
| g | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 716 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| h | 358 | |
| i | 179 | |
| g | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 716 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| h | 358 | |
| i | 179 | |
| g | 179 |
geographic_source
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 KiB |
| harmonized_datasets |
|---|
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | harmonized_datasets |
|---|---|
| 2nd row | harmonized_datasets |
| 3rd row | harmonized_datasets |
| 4th row | harmonized_datasets |
| 5th row | harmonized_datasets |
Common Values
| Value | Count | Frequency (%) |
| harmonized_datasets | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| harmonized_datasets | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 537 | |
| e | 358 | |
| d | 358 | |
| t | 358 | |
| s | 358 | |
| h | 179 | 5.3% |
| r | 179 | 5.3% |
| m | 179 | 5.3% |
| o | 179 | 5.3% |
| n | 179 | 5.3% |
| Other values (3) | 537 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3222 | |
| Connector Punctuation | 179 | 5.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 537 | |
| e | 358 | |
| d | 358 | |
| t | 358 | |
| s | 358 | |
| h | 179 | 5.6% |
| r | 179 | 5.6% |
| m | 179 | 5.6% |
| o | 179 | 5.6% |
| n | 179 | 5.6% |
| Other values (2) | 358 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3222 | |
| Common | 179 | 5.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 537 | |
| e | 358 | |
| d | 358 | |
| t | 358 | |
| s | 358 | |
| h | 179 | 5.6% |
| r | 179 | 5.6% |
| m | 179 | 5.6% |
| o | 179 | 5.6% |
| n | 179 | 5.6% |
| Other values (2) | 358 |
Common
| Value | Count | Frequency (%) |
| _ | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3401 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 537 | |
| e | 358 | |
| d | 358 | |
| t | 358 | |
| s | 358 | |
| h | 179 | 5.3% |
| r | 179 | 5.3% |
| m | 179 | 5.3% |
| o | 179 | 5.3% |
| n | 179 | 5.3% |
| Other values (3) | 537 |
HEAT_VULNERABILITY_SCORE
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.2 KiB |
| 0.0 | |
|---|---|
| 0.2624535785467304 |
Length
| Max length | 18 |
|---|---|
| Median length | 3 |
| Mean length | 7.1899441 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.2624535785467304 |
|---|---|
| 2nd row | 0.2624535785467304 |
| 3rd row | 0.2624535785467304 |
| 4th row | 0.2624535785467304 |
| 5th row | 0.2624535785467304 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 129 | |
| 0.2624535785467304 | 50 | 27.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 129 | |
| 0.2624535785467304 | 50 | 27.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 | |
| 4 | 150 | |
| 5 | 150 | |
| 2 | 100 | 7.8% |
| 6 | 100 | 7.8% |
| 3 | 100 | 7.8% |
| 7 | 100 | 7.8% |
| 8 | 50 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1108 | |
| Other Punctuation | 179 | 13.9% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 358 | |
| 4 | 150 | |
| 5 | 150 | |
| 2 | 100 | 9.0% |
| 6 | 100 | 9.0% |
| 3 | 100 | 9.0% |
| 7 | 100 | 9.0% |
| 8 | 50 | 4.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1287 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 | |
| 4 | 150 | |
| 5 | 150 | |
| 2 | 100 | 7.8% |
| 6 | 100 | 7.8% |
| 3 | 100 | 7.8% |
| 7 | 100 | 7.8% |
| 8 | 50 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1287 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 | |
| 4 | 150 | |
| 5 | 150 | |
| 2 | 100 | 7.8% |
| 6 | 100 | 7.8% |
| 3 | 100 | 7.8% |
| 7 | 100 | 7.8% |
| 8 | 50 | 3.9% |
HEAT_STRESS_RISK_CATEGORY
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| LOW |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | LOW |
|---|---|
| 2nd row | LOW |
| 3rd row | LOW |
| 4th row | LOW |
| 5th row | LOW |
Common Values
| Value | Count | Frequency (%) |
| LOW | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| low | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 179 | |
| O | 179 | |
| W | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 537 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 179 | |
| O | 179 | |
| W | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 537 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| L | 179 | |
| O | 179 | |
| W | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| L | 179 | |
| O | 179 | |
| W | 179 |
HIV_status
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.4 KiB |
| Positive |
|---|
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Positive |
|---|---|
| 2nd row | Positive |
| 3rd row | Positive |
| 4th row | Positive |
| 5th row | Positive |
Common Values
| Value | Count | Frequency (%) |
| Positive | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| positive | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 358 | |
| P | 179 | |
| o | 179 | |
| s | 179 | |
| t | 179 | |
| v | 179 | |
| e | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1253 | |
| Uppercase Letter | 179 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 358 | |
| o | 179 | |
| s | 179 | |
| t | 179 | |
| v | 179 | |
| e | 179 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1432 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 358 | |
| P | 179 | |
| o | 179 | |
| s | 179 | |
| t | 179 | |
| v | 179 | |
| e | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1432 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 358 | |
| P | 179 | |
| o | 179 | |
| s | 179 | |
| t | 179 | |
| v | 179 | |
| e | 179 |
johannesburg_metro_valid
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 179 | |
| 0 | 179 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
study_site_location
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.8 KiB |
| Johannesburg (General) |
|---|
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 22 |
| Min length | 22 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Johannesburg (General) |
|---|---|
| 2nd row | Johannesburg (General) |
| 3rd row | Johannesburg (General) |
| 4th row | Johannesburg (General) |
| 5th row | Johannesburg (General) |
Common Values
| Value | Count | Frequency (%) |
| Johannesburg (General) | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| johannesburg | 179 | |
| general | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 537 | |
| e | 537 | |
| a | 358 | 9.1% |
| r | 358 | 9.1% |
| J | 179 | 4.5% |
| o | 179 | 4.5% |
| h | 179 | 4.5% |
| s | 179 | 4.5% |
| b | 179 | 4.5% |
| u | 179 | 4.5% |
| Other values (6) | 1074 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3043 | |
| Uppercase Letter | 358 | 9.1% |
| Space Separator | 179 | 4.5% |
| Open Punctuation | 179 | 4.5% |
| Close Punctuation | 179 | 4.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 537 | |
| e | 537 | |
| a | 358 | |
| r | 358 | |
| o | 179 | 5.9% |
| h | 179 | 5.9% |
| s | 179 | 5.9% |
| b | 179 | 5.9% |
| u | 179 | 5.9% |
| g | 179 | 5.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 179 | |
| G | 179 |
Space Separator
| Value | Count | Frequency (%) |
| 179 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 179 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3401 | |
| Common | 537 | 13.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 537 | |
| e | 537 | |
| a | 358 | |
| r | 358 | |
| J | 179 | 5.3% |
| o | 179 | 5.3% |
| h | 179 | 5.3% |
| s | 179 | 5.3% |
| b | 179 | 5.3% |
| u | 179 | 5.3% |
| Other values (3) | 537 |
Common
| Value | Count | Frequency (%) |
| 179 | ||
| ( | 179 | |
| ) | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3938 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 537 | |
| e | 537 | |
| a | 358 | 9.1% |
| r | 358 | 9.1% |
| J | 179 | 4.5% |
| o | 179 | 4.5% |
| h | 179 | 4.5% |
| s | 179 | 4.5% |
| b | 179 | 4.5% |
| u | 179 | 4.5% |
| Other values (6) | 1074 |
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.533794 |
| Minimum | 17.50639 |
|---|---|
| Maximum | 44.88645 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 17.50639 |
|---|---|
| 5-th percentile | 18.452728 |
| Q1 | 20.78304 |
| median | 26.201519 |
| Q3 | 31.251109 |
| 95-th percentile | 37.077056 |
| Maximum | 44.88645 |
| Range | 27.38006 |
| Interquartile range (IQR) | 10.468069 |
Descriptive statistics
| Standard deviation | 6.2062204 |
|---|---|
| Coefficient of variation (CV) | 0.23389872 |
| Kurtosis | 0.15607854 |
| Mean | 26.533794 |
| Median Absolute Deviation (MAD) | 5.3291005 |
| Skewness | 0.61774767 |
| Sum | 1326.6897 |
| Variance | 38.517172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18.57703725 | 1 | 0.6% |
| 38.28567281 | 1 | 0.6% |
| 18.18550568 | 1 | 0.6% |
| 33.60839609 | 1 | 0.6% |
| 21.25401829 | 1 | 0.6% |
| 28.83315306 | 1 | 0.6% |
| 25.68311617 | 1 | 0.6% |
| 22.2107438 | 1 | 0.6% |
| 32.51027432 | 1 | 0.6% |
| 31.99217133 | 1 | 0.6% |
| Other values (40) | 40 | 22.3% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 17.50638983 | 1 | |
| 18.18550568 | 1 | |
| 18.35102041 | 1 | |
| 18.57703725 | 1 | |
| 19.3452381 | 1 | |
| 19.43440083 | 1 | |
| 19.48696145 | 1 | |
| 19.82948189 | 1 | |
| 20.13045785 | 1 | |
| 20.18907226 | 1 |
| Value | Count | Frequency (%) |
| 44.88645024 | 1 | |
| 39.1015625 | 1 | |
| 38.28567281 | 1 | |
| 35.5998576 | 1 | |
| 33.60839609 | 1 | |
| 32.84149014 | 1 | |
| 32.63762972 | 1 | |
| 32.51027432 | 1 | |
| 32.12736204 | 1 | |
| 31.99217133 | 1 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.94 |
| Minimum | 14 |
|---|---|
| Maximum | 22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 14.9 |
| Q1 | 16 |
| median | 18 |
| Q3 | 19 |
| 95-th percentile | 21 |
| Maximum | 22 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.8888502 |
|---|---|
| Coefficient of variation (CV) | 0.10528708 |
| Kurtosis | -0.05870419 |
| Mean | 17.94 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | -0.023727412 |
| Sum | 897 |
| Variance | 3.5677551 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 18 | 20 | 11.2% |
| 16 | 11 | 6.1% |
| 20 | 7 | 3.9% |
| 19 | 4 | 2.2% |
| 14 | 3 | 1.7% |
| 22 | 2 | 1.1% |
| 21 | 2 | 1.1% |
| 17 | 1 | 0.6% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 14 | 3 | 1.7% |
| 16 | 11 | |
| 17 | 1 | 0.6% |
| 18 | 20 | |
| 19 | 4 | 2.2% |
| 20 | 7 | 3.9% |
| 21 | 2 | 1.1% |
| 22 | 2 | 1.1% |
| Value | Count | Frequency (%) |
| 22 | 2 | 1.1% |
| 21 | 2 | 1.1% |
| 20 | 7 | 3.9% |
| 19 | 4 | 2.2% |
| 18 | 20 | |
| 17 | 1 | 0.6% |
| 16 | 11 | |
| 14 | 3 | 1.7% |
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.188184 |
| Minimum | 7.098 |
|---|---|
| Maximum | 21.626 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 7.098 |
|---|---|
| 5-th percentile | 7.098 |
| Q1 | 7.098 |
| median | 13.599 |
| Q3 | 19.07 |
| 95-th percentile | 21.626 |
| Maximum | 21.626 |
| Range | 14.528 |
| Interquartile range (IQR) | 11.972 |
Descriptive statistics
| Standard deviation | 5.4715296 |
|---|---|
| Coefficient of variation (CV) | 0.38563987 |
| Kurtosis | -1.5230969 |
| Mean | 14.188184 |
| Median Absolute Deviation (MAD) | 5.471 |
| Skewness | -0.083238863 |
| Sum | 2539.685 |
| Variance | 29.937636 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 7.098 | 50 | |
| 11.381 | 31 | |
| 21.626 | 29 | |
| 19.07 | 15 | 8.4% |
| 18.285 | 12 | 6.7% |
| 16.653 | 12 | 6.7% |
| 13.599 | 10 | 5.6% |
| 17.666 | 9 | 5.0% |
| 18.352 | 5 | 2.8% |
| 19.331 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 7.098 | 50 | |
| 11.381 | 31 | |
| 13.599 | 10 | 5.6% |
| 16.115 | 1 | 0.6% |
| 16.653 | 12 | 6.7% |
| 17.666 | 9 | 5.0% |
| 18.285 | 12 | 6.7% |
| 18.352 | 5 | 2.8% |
| 19.07 | 15 | 8.4% |
| 19.331 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 21.626 | 29 | |
| 19.331 | 5 | 2.8% |
| 19.07 | 15 | |
| 18.352 | 5 | 2.8% |
| 18.285 | 12 | 6.7% |
| 17.666 | 9 | 5.0% |
| 16.653 | 12 | 6.7% |
| 16.115 | 1 | 0.6% |
| 13.599 | 10 | 5.6% |
| 11.381 | 31 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.255441 |
| Minimum | 13.147 |
|---|---|
| Maximum | 26.902 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 13.147 |
|---|---|
| 5-th percentile | 13.147 |
| Q1 | 13.147 |
| median | 19.978 |
| Q3 | 25.656 |
| 95-th percentile | 26.902 |
| Maximum | 26.902 |
| Range | 13.755 |
| Interquartile range (IQR) | 12.509 |
Descriptive statistics
| Standard deviation | 5.2852604 |
|---|---|
| Coefficient of variation (CV) | 0.2609304 |
| Kurtosis | -1.4871955 |
| Mean | 20.255441 |
| Median Absolute Deviation (MAD) | 5.678 |
| Skewness | -0.18123378 |
| Sum | 3625.724 |
| Variance | 27.933978 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 13.147 | 50 | |
| 18.2 | 31 | |
| 26.902 | 29 | |
| 24.36 | 15 | 8.4% |
| 25.656 | 12 | 6.7% |
| 21.607 | 12 | 6.7% |
| 19.978 | 10 | 5.6% |
| 25.931 | 9 | 5.0% |
| 23.421 | 5 | 2.8% |
| 23.889 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 13.147 | 50 | |
| 18.2 | 31 | |
| 19.978 | 10 | 5.6% |
| 21.607 | 12 | 6.7% |
| 21.751 | 1 | 0.6% |
| 23.421 | 5 | 2.8% |
| 23.889 | 5 | 2.8% |
| 24.36 | 15 | 8.4% |
| 25.656 | 12 | 6.7% |
| 25.931 | 9 | 5.0% |
| Value | Count | Frequency (%) |
| 26.902 | 29 | |
| 25.931 | 9 | 5.0% |
| 25.656 | 12 | 6.7% |
| 24.36 | 15 | |
| 23.889 | 5 | 2.8% |
| 23.421 | 5 | 2.8% |
| 21.751 | 1 | 0.6% |
| 21.607 | 12 | 6.7% |
| 19.978 | 10 | 5.6% |
| 18.2 | 31 |
climate_daily_min_temp
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.2291899 |
| Minimum | 1.468 |
|---|---|
| Maximum | 16.62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1.468 |
|---|---|
| 5-th percentile | 1.468 |
| Q1 | 1.468 |
| median | 7.473 |
| Q3 | 14.512 |
| 95-th percentile | 16.62 |
| Maximum | 16.62 |
| Range | 15.152 |
| Interquartile range (IQR) | 13.044 |
Descriptive statistics
| Standard deviation | 5.6820579 |
|---|---|
| Coefficient of variation (CV) | 0.69047597 |
| Kurtosis | -1.4289073 |
| Mean | 8.2291899 |
| Median Absolute Deviation (MAD) | 6.005 |
| Skewness | 0.21403409 |
| Sum | 1473.025 |
| Variance | 32.285782 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 1.468 | 50 | |
| 4.964 | 31 | |
| 16.62 | 29 | |
| 14.512 | 15 | 8.4% |
| 10.038 | 12 | 6.7% |
| 10.952 | 12 | 6.7% |
| 7.473 | 10 | 5.6% |
| 7.646 | 9 | 5.0% |
| 12.697 | 5 | 2.8% |
| 15.383 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 1.468 | 50 | |
| 4.964 | 31 | |
| 7.473 | 10 | 5.6% |
| 7.646 | 9 | 5.0% |
| 10.038 | 12 | 6.7% |
| 10.257 | 1 | 0.6% |
| 10.952 | 12 | 6.7% |
| 12.697 | 5 | 2.8% |
| 14.512 | 15 | 8.4% |
| 15.383 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 16.62 | 29 | |
| 15.383 | 5 | 2.8% |
| 14.512 | 15 | |
| 12.697 | 5 | 2.8% |
| 10.952 | 12 | 6.7% |
| 10.257 | 1 | 0.6% |
| 10.038 | 12 | 6.7% |
| 7.646 | 9 | 5.0% |
| 7.473 | 10 | 5.6% |
| 4.964 | 31 |
climate_7d_mean_temp
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.505022 |
| Minimum | 8.244 |
|---|---|
| Maximum | 20.221 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 8.244 |
|---|---|
| 5-th percentile | 8.244 |
| Q1 | 8.244 |
| median | 13.294 |
| Q3 | 18.832 |
| 95-th percentile | 19.788 |
| Maximum | 20.221 |
| Range | 11.977 |
| Interquartile range (IQR) | 10.588 |
Descriptive statistics
| Standard deviation | 4.5823236 |
|---|---|
| Coefficient of variation (CV) | 0.3159129 |
| Kurtosis | -1.5240013 |
| Mean | 14.505022 |
| Median Absolute Deviation (MAD) | 5.05 |
| Skewness | -0.26204287 |
| Sum | 2596.399 |
| Variance | 20.99769 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 8.244 | 50 | |
| 12.946 | 31 | |
| 19.788 | 29 | |
| 18.832 | 15 | 8.4% |
| 18.602 | 12 | 6.7% |
| 17.599 | 12 | 6.7% |
| 13.294 | 10 | 5.6% |
| 16.823 | 9 | 5.0% |
| 18.187 | 5 | 2.8% |
| 20.221 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 8.244 | 50 | |
| 12.946 | 31 | |
| 13.294 | 10 | 5.6% |
| 15.742 | 1 | 0.6% |
| 16.823 | 9 | 5.0% |
| 17.599 | 12 | 6.7% |
| 18.187 | 5 | 2.8% |
| 18.602 | 12 | 6.7% |
| 18.832 | 15 | 8.4% |
| 19.788 | 29 |
| Value | Count | Frequency (%) |
| 20.221 | 5 | 2.8% |
| 19.788 | 29 | |
| 18.832 | 15 | |
| 18.602 | 12 | 6.7% |
| 18.187 | 5 | 2.8% |
| 17.599 | 12 | 6.7% |
| 16.823 | 9 | 5.0% |
| 15.742 | 1 | 0.6% |
| 13.294 | 10 | 5.6% |
| 12.946 | 31 |
climate_7d_max_temp
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.690832 |
| Minimum | 18.344 |
|---|---|
| Maximum | 31.094 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 18.344 |
|---|---|
| 5-th percentile | 18.344 |
| Q1 | 18.344 |
| median | 22.614 |
| Q3 | 27.183 |
| 95-th percentile | 31.094 |
| Maximum | 31.094 |
| Range | 12.75 |
| Interquartile range (IQR) | 8.839 |
Descriptive statistics
| Standard deviation | 4.1141998 |
|---|---|
| Coefficient of variation (CV) | 0.17366211 |
| Kurtosis | -1.2017703 |
| Mean | 23.690832 |
| Median Absolute Deviation (MAD) | 4.27 |
| Skewness | 0.029480078 |
| Sum | 4240.659 |
| Variance | 16.92664 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 18.344 | 50 | |
| 22.614 | 31 | |
| 27.183 | 29 | |
| 24.978 | 15 | 8.4% |
| 31.094 | 12 | 6.7% |
| 26.45 | 12 | 6.7% |
| 21.405 | 10 | 5.6% |
| 26.72 | 9 | 5.0% |
| 28.84 | 5 | 2.8% |
| 29.212 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 18.344 | 50 | |
| 21.405 | 10 | 5.6% |
| 22.614 | 31 | |
| 24.13 | 1 | 0.6% |
| 24.978 | 15 | 8.4% |
| 26.45 | 12 | 6.7% |
| 26.72 | 9 | 5.0% |
| 27.183 | 29 | |
| 28.84 | 5 | 2.8% |
| 29.212 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 31.094 | 12 | 6.7% |
| 29.212 | 5 | 2.8% |
| 28.84 | 5 | 2.8% |
| 27.183 | 29 | |
| 26.72 | 9 | 5.0% |
| 26.45 | 12 | 6.7% |
| 24.978 | 15 | |
| 24.13 | 1 | 0.6% |
| 22.614 | 31 | |
| 21.405 | 10 | 5.6% |
climate_14d_mean_temp
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.867106 |
| Minimum | 9.443 |
|---|---|
| Maximum | 20.751 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 9.443 |
|---|---|
| 5-th percentile | 9.443 |
| Q1 | 9.443 |
| median | 14.097 |
| Q3 | 18.834 |
| 95-th percentile | 20.751 |
| Maximum | 20.751 |
| Range | 11.308 |
| Interquartile range (IQR) | 9.391 |
Descriptive statistics
| Standard deviation | 4.4449059 |
|---|---|
| Coefficient of variation (CV) | 0.29897586 |
| Kurtosis | -1.6672585 |
| Mean | 14.867106 |
| Median Absolute Deviation (MAD) | 4.654 |
| Skewness | 0.0083155513 |
| Sum | 2661.212 |
| Variance | 19.757189 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 9.443 | 50 | |
| 11.883 | 31 | |
| 20.751 | 29 | |
| 18.556 | 15 | 8.4% |
| 18.834 | 12 | 6.7% |
| 18.028 | 12 | 6.7% |
| 14.097 | 10 | 5.6% |
| 16.011 | 9 | 5.0% |
| 19.966 | 5 | 2.8% |
| 19.409 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 9.443 | 50 | |
| 11.883 | 31 | |
| 14.097 | 10 | 5.6% |
| 16.011 | 9 | 5.0% |
| 16.282 | 1 | 0.6% |
| 18.028 | 12 | 6.7% |
| 18.556 | 15 | 8.4% |
| 18.834 | 12 | 6.7% |
| 19.409 | 5 | 2.8% |
| 19.966 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 20.751 | 29 | |
| 19.966 | 5 | 2.8% |
| 19.409 | 5 | 2.8% |
| 18.834 | 12 | 6.7% |
| 18.556 | 15 | |
| 18.028 | 12 | 6.7% |
| 16.282 | 1 | 0.6% |
| 16.011 | 9 | 5.0% |
| 14.097 | 10 | 5.6% |
| 11.883 | 31 |
climate_30d_mean_temp
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.231067 |
| Minimum | 10.613 |
|---|---|
| Maximum | 20.855 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 10.613 |
|---|---|
| 5-th percentile | 10.613 |
| Q1 | 10.613 |
| median | 14.519 |
| Q3 | 19.102 |
| 95-th percentile | 20.855 |
| Maximum | 20.855 |
| Range | 10.242 |
| Interquartile range (IQR) | 8.489 |
Descriptive statistics
| Standard deviation | 4.3318452 |
|---|---|
| Coefficient of variation (CV) | 0.28440852 |
| Kurtosis | -1.8128068 |
| Mean | 15.231067 |
| Median Absolute Deviation (MAD) | 3.906 |
| Skewness | 0.071129169 |
| Sum | 2726.361 |
| Variance | 18.764883 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 10.613 | 50 | |
| 10.978 | 31 | |
| 20.855 | 29 | |
| 18.815 | 15 | 8.4% |
| 19.102 | 12 | 6.7% |
| 18.942 | 12 | 6.7% |
| 14.519 | 10 | 5.6% |
| 16.676 | 9 | 5.0% |
| 20.528 | 5 | 2.8% |
| 19.544 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 10.613 | 50 | |
| 10.978 | 31 | |
| 14.519 | 10 | 5.6% |
| 16.211 | 1 | 0.6% |
| 16.676 | 9 | 5.0% |
| 18.815 | 15 | 8.4% |
| 18.942 | 12 | 6.7% |
| 19.102 | 12 | 6.7% |
| 19.544 | 5 | 2.8% |
| 20.528 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 20.855 | 29 | |
| 20.528 | 5 | 2.8% |
| 19.544 | 5 | 2.8% |
| 19.102 | 12 | 6.7% |
| 18.942 | 12 | 6.7% |
| 18.815 | 15 | |
| 16.676 | 9 | 5.0% |
| 16.211 | 1 | 0.6% |
| 14.519 | 10 | 5.6% |
| 10.978 | 31 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0242346 |
| Minimum | 2.534 |
|---|---|
| Maximum | 9.255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 2.534 |
|---|---|
| 5-th percentile | 2.534 |
| Q1 | 2.534 |
| median | 5.544 |
| Q3 | 6.554 |
| 95-th percentile | 7.4253 |
| Maximum | 9.255 |
| Range | 6.721 |
| Interquartile range (IQR) | 4.02 |
Descriptive statistics
| Standard deviation | 2.0897289 |
|---|---|
| Coefficient of variation (CV) | 0.4159298 |
| Kurtosis | -1.1912532 |
| Mean | 5.0242346 |
| Median Absolute Deviation (MAD) | 1.678 |
| Skewness | 0.067239824 |
| Sum | 899.338 |
| Variance | 4.3669669 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 2.534 | 50 | |
| 7.222 | 31 | |
| 6.047 | 29 | |
| 5.544 | 15 | 8.4% |
| 6.554 | 12 | 6.7% |
| 2.665 | 12 | 6.7% |
| 5.458 | 10 | 5.6% |
| 9.255 | 9 | 5.0% |
| 2.893 | 5 | 2.8% |
| 4.345 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 2.534 | 50 | |
| 2.665 | 12 | 6.7% |
| 2.893 | 5 | 2.8% |
| 4.345 | 5 | 2.8% |
| 5.458 | 10 | 5.6% |
| 5.54 | 1 | 0.6% |
| 5.544 | 15 | 8.4% |
| 6.047 | 29 | |
| 6.554 | 12 | 6.7% |
| 7.222 | 31 |
| Value | Count | Frequency (%) |
| 9.255 | 9 | 5.0% |
| 7.222 | 31 | |
| 6.554 | 12 | 6.7% |
| 6.047 | 29 | |
| 5.544 | 15 | |
| 5.54 | 1 | 0.6% |
| 5.458 | 10 | 5.6% |
| 4.345 | 5 | 2.8% |
| 2.893 | 5 | 2.8% |
| 2.665 | 12 | 6.7% |
climate_standardized_anomaly
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.20086034 |
| Minimum | -1.246 |
|---|---|
| Maximum | 0.843 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 99 |
| Negative (%) | 55.3% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | -1.246 |
|---|---|
| 5-th percentile | -1.246 |
| Q1 | -1.246 |
| median | -0.204 |
| Q3 | 0.671 |
| 95-th percentile | 0.843 |
| Maximum | 0.843 |
| Range | 2.089 |
| Interquartile range (IQR) | 1.917 |
Descriptive statistics
| Standard deviation | 0.82121833 |
|---|---|
| Coefficient of variation (CV) | -4.0885042 |
| Kurtosis | -1.5735704 |
| Mean | -0.20086034 |
| Median Absolute Deviation (MAD) | 0.875 |
| Skewness | -0.06388634 |
| Sum | -35.954 |
| Variance | 0.67439955 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| -1.246 | 50 | |
| 0.671 | 31 | |
| 0.843 | 29 | |
| -0.439 | 15 | 8.4% |
| -0.204 | 12 | 6.7% |
| -0.898 | 12 | 6.7% |
| 0.31 | 10 | 5.6% |
| 0.064 | 9 | 5.0% |
| -0.336 | 5 | 2.8% |
| -0.272 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| -1.246 | 50 | |
| -0.898 | 12 | 6.7% |
| -0.439 | 15 | 8.4% |
| -0.336 | 5 | 2.8% |
| -0.272 | 5 | 2.8% |
| -0.204 | 12 | 6.7% |
| 0.064 | 9 | 5.0% |
| 0.271 | 1 | 0.6% |
| 0.31 | 10 | 5.6% |
| 0.671 | 31 |
| Value | Count | Frequency (%) |
| 0.843 | 29 | |
| 0.671 | 31 | |
| 0.31 | 10 | 5.6% |
| 0.271 | 1 | 0.6% |
| 0.064 | 9 | 5.0% |
| -0.204 | 12 | 6.7% |
| -0.272 | 5 | 2.8% |
| -0.336 | 5 | 2.8% |
| -0.439 | 15 | |
| -0.898 | 12 | 6.7% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 358 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
climate_heat_day_p95
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 358 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.58362 |
| Minimum | 7.393 |
|---|---|
| Maximum | 22.548 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 7.393 |
|---|---|
| 5-th percentile | 7.393 |
| Q1 | 7.393 |
| median | 16.134 |
| Q3 | 20.129 |
| 95-th percentile | 20.5932 |
| Maximum | 22.548 |
| Range | 15.155 |
| Interquartile range (IQR) | 12.736 |
Descriptive statistics
| Standard deviation | 5.5039646 |
|---|---|
| Coefficient of variation (CV) | 0.37740729 |
| Kurtosis | -1.6187301 |
| Mean | 14.58362 |
| Median Absolute Deviation (MAD) | 4.811 |
| Skewness | -0.17802262 |
| Sum | 2610.468 |
| Variance | 30.293626 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 7.393 | 50 | |
| 11.323 | 31 | |
| 20.129 | 29 | |
| 20.376 | 15 | 8.4% |
| 19.343 | 12 | 6.7% |
| 18.078 | 12 | 6.7% |
| 16.134 | 10 | 5.6% |
| 22.548 | 9 | 5.0% |
| 17.424 | 5 | 2.8% |
| 16.357 | 5 | 2.8% |
| Value | Count | Frequency (%) |
| 7.393 | 50 | |
| 11.323 | 31 | |
| 16.134 | 10 | 5.6% |
| 16.357 | 5 | 2.8% |
| 17.424 | 5 | 2.8% |
| 18.078 | 12 | 6.7% |
| 18.195 | 1 | 0.6% |
| 19.343 | 12 | 6.7% |
| 20.129 | 29 | |
| 20.376 | 15 | 8.4% |
| Value | Count | Frequency (%) |
| 22.548 | 9 | 5.0% |
| 20.376 | 15 | |
| 20.129 | 29 | |
| 19.343 | 12 | 6.7% |
| 18.195 | 1 | 0.6% |
| 18.078 | 12 | 6.7% |
| 17.424 | 5 | 2.8% |
| 16.357 | 5 | 2.8% |
| 16.134 | 10 | 5.6% |
| 11.323 | 31 |
climate_p90_threshold
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.0 KiB |
| 28.409 | |
|---|---|
| 28.246 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 28.409 |
|---|---|
| 2nd row | 28.409 |
| 3rd row | 28.409 |
| 4th row | 28.409 |
| 5th row | 28.409 |
Common Values
| Value | Count | Frequency (%) |
| 28.409 | 129 | |
| 28.246 | 50 | 27.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 28.409 | 129 | |
| 28.246 | 50 | 27.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 229 | |
| 8 | 179 | |
| . | 179 | |
| 4 | 179 | |
| 0 | 129 | |
| 9 | 129 | |
| 6 | 50 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 895 | |
| Other Punctuation | 179 | 16.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 229 | |
| 8 | 179 | |
| 4 | 179 | |
| 0 | 129 | |
| 9 | 129 | |
| 6 | 50 | 5.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1074 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 229 | |
| 8 | 179 | |
| . | 179 | |
| 4 | 179 | |
| 0 | 129 | |
| 9 | 129 | |
| 6 | 50 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1074 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 229 | |
| 8 | 179 | |
| . | 179 | |
| 4 | 179 | |
| 0 | 129 | |
| 9 | 129 | |
| 6 | 50 | 4.7% |
climate_p95_threshold
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.0 KiB |
| 29.704 | |
|---|---|
| 29.513 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 29.704 |
|---|---|
| 2nd row | 29.704 |
| 3rd row | 29.704 |
| 4th row | 29.704 |
| 5th row | 29.704 |
Common Values
| Value | Count | Frequency (%) |
| 29.704 | 129 | |
| 29.513 | 50 | 27.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 29.704 | 129 | |
| 29.513 | 50 | 27.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 179 | |
| 9 | 179 | |
| . | 179 | |
| 7 | 129 | |
| 0 | 129 | |
| 4 | 129 | |
| 5 | 50 | 4.7% |
| 1 | 50 | 4.7% |
| 3 | 50 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 895 | |
| Other Punctuation | 179 | 16.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 179 | |
| 9 | 179 | |
| 7 | 129 | |
| 0 | 129 | |
| 4 | 129 | |
| 5 | 50 | 5.6% |
| 1 | 50 | 5.6% |
| 3 | 50 | 5.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1074 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 179 | |
| 9 | 179 | |
| . | 179 | |
| 7 | 129 | |
| 0 | 129 | |
| 4 | 129 | |
| 5 | 50 | 4.7% |
| 1 | 50 | 4.7% |
| 3 | 50 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1074 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 179 | |
| 9 | 179 | |
| . | 179 | |
| 7 | 129 | |
| 0 | 129 | |
| 4 | 129 | |
| 5 | 50 | 4.7% |
| 1 | 50 | 4.7% |
| 3 | 50 | 4.7% |
climate_p99_threshold
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.0 KiB |
| 31.797 | |
|---|---|
| 31.748 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 31.797 |
|---|---|
| 2nd row | 31.797 |
| 3rd row | 31.797 |
| 4th row | 31.797 |
| 5th row | 31.797 |
Common Values
| Value | Count | Frequency (%) |
| 31.797 | 129 | |
| 31.748 | 50 | 27.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 31.797 | 129 | |
| 31.748 | 50 | 27.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 7 | 308 | |
| 3 | 179 | |
| 1 | 179 | |
| . | 179 | |
| 9 | 129 | |
| 4 | 50 | 4.7% |
| 8 | 50 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 895 | |
| Other Punctuation | 179 | 16.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 7 | 308 | |
| 3 | 179 | |
| 1 | 179 | |
| 9 | 129 | |
| 4 | 50 | 5.6% |
| 8 | 50 | 5.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1074 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 7 | 308 | |
| 3 | 179 | |
| 1 | 179 | |
| . | 179 | |
| 9 | 129 | |
| 4 | 50 | 4.7% |
| 8 | 50 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1074 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 7 | 308 | |
| 3 | 179 | |
| 1 | 179 | |
| . | 179 | |
| 9 | 129 | |
| 4 | 50 | 4.7% |
| 8 | 50 | 4.7% |
climate_season
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.0 KiB |
| Winter | |
|---|---|
| Summer | |
| Spring | |
| Autumn |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Spring |
|---|---|
| 2nd row | Spring |
| 3rd row | Spring |
| 4th row | Spring |
| 5th row | Spring |
Common Values
| Value | Count | Frequency (%) |
| Winter | 81 | |
| Summer | 49 | |
| Spring | 26 | 14.5% |
| Autumn | 23 | 12.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| winter | 81 | |
| summer | 49 | |
| spring | 26 | 14.5% |
| autumn | 23 | 12.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 895 | |
| Uppercase Letter | 179 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| p | 26 | 2.9% |
| g | 26 | 2.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 81 | |
| S | 75 | |
| A | 23 | 12.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1074 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1074 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 156 | |
| n | 130 | |
| e | 130 | |
| m | 121 | |
| i | 107 | |
| t | 104 | |
| u | 95 | |
| W | 81 | |
| S | 75 | |
| p | 26 | 2.4% |
| Other values (2) | 49 | 4.6% |
| Distinct | 34 |
|---|---|
| Distinct (%) | 68.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78 |
| Minimum | 50 |
|---|---|
| Maximum | 110 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 55.45 |
| Q1 | 70.25 |
| median | 76 |
| Q3 | 86 |
| 95-th percentile | 102.2 |
| Maximum | 110 |
| Range | 60 |
| Interquartile range (IQR) | 15.75 |
Descriptive statistics
| Standard deviation | 13.810673 |
|---|---|
| Coefficient of variation (CV) | 0.17705991 |
| Kurtosis | -0.15961177 |
| Mean | 78 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.20889091 |
| Sum | 3900 |
| Variance | 190.73469 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 74 | 4 | 2.2% |
| 67 | 3 | 1.7% |
| 72 | 3 | 1.7% |
| 83 | 2 | 1.1% |
| 76 | 2 | 1.1% |
| 86 | 2 | 1.1% |
| 73 | 2 | 1.1% |
| 82 | 2 | 1.1% |
| 80 | 2 | 1.1% |
| 64 | 2 | 1.1% |
| Other values (24) | 26 | 14.5% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 50 | 1 | 0.6% |
| 51 | 1 | 0.6% |
| 55 | 1 | 0.6% |
| 56 | 1 | 0.6% |
| 60 | 1 | 0.6% |
| 63 | 1 | 0.6% |
| 64 | 2 | |
| 66 | 1 | 0.6% |
| 67 | 3 | |
| 70 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 110 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 96 | 2 | |
| 94 | 1 | |
| 91 | 1 | |
| 89 | 1 | |
| 88 | 1 |
| Distinct | 17 |
|---|---|
| Distinct (%) | 34.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.488 |
| Minimum | 35.2 |
|---|---|
| Maximum | 37.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 35.2 |
|---|---|
| 5-th percentile | 35.9 |
| Q1 | 36.2 |
| median | 36.45 |
| Q3 | 36.7 |
| 95-th percentile | 37.265 |
| Maximum | 37.7 |
| Range | 2.5 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.46582821 |
|---|---|
| Coefficient of variation (CV) | 0.012766614 |
| Kurtosis | 0.904937 |
| Mean | 36.488 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | 0.028784237 |
| Sum | 1824.4 |
| Variance | 0.21699592 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 36.4 | 7 | 3.9% |
| 36.7 | 7 | 3.9% |
| 36.5 | 5 | 2.8% |
| 36.3 | 4 | 2.2% |
| 36 | 4 | 2.2% |
| 36.1 | 3 | 1.7% |
| 36.8 | 3 | 1.7% |
| 36.2 | 3 | 1.7% |
| 37 | 3 | 1.7% |
| 37.4 | 2 | 1.1% |
| Other values (7) | 9 | 5.0% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 35.2 | 1 | 0.6% |
| 35.5 | 1 | 0.6% |
| 35.9 | 2 | 1.1% |
| 36 | 4 | |
| 36.1 | 3 | |
| 36.2 | 3 | |
| 36.3 | 4 | |
| 36.4 | 7 | |
| 36.5 | 5 | |
| 36.6 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 37.7 | 1 | 0.6% |
| 37.4 | 2 | 1.1% |
| 37.1 | 2 | 1.1% |
| 37 | 3 | |
| 36.9 | 1 | 0.6% |
| 36.8 | 3 | |
| 36.7 | 7 | |
| 36.6 | 1 | 0.6% |
| 36.5 | 5 | |
| 36.4 | 7 |
| Distinct | 47 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.736 |
| Minimum | 49.9 |
|---|---|
| Maximum | 117.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 49.9 |
|---|---|
| 5-th percentile | 50.85 |
| Q1 | 60.55 |
| median | 73.1 |
| Q3 | 84.9 |
| 95-th percentile | 107.7 |
| Maximum | 117.8 |
| Range | 67.9 |
| Interquartile range (IQR) | 24.35 |
Descriptive statistics
| Standard deviation | 17.108761 |
|---|---|
| Coefficient of variation (CV) | 0.22892262 |
| Kurtosis | -0.14569641 |
| Mean | 74.736 |
| Median Absolute Deviation (MAD) | 12.05 |
| Skewness | 0.57554181 |
| Sum | 3736.8 |
| Variance | 292.7097 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) |
| 90 | 2 | 1.1% |
| 70.9 | 2 | 1.1% |
| 73.1 | 2 | 1.1% |
| 58.2 | 1 | 0.6% |
| 83.9 | 1 | 0.6% |
| 68.1 | 1 | 0.6% |
| 85.3 | 1 | 0.6% |
| 75.1 | 1 | 0.6% |
| 68.8 | 1 | 0.6% |
| 97.3 | 1 | 0.6% |
| Other values (37) | 37 | 20.7% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 49.9 | 1 | |
| 50 | 1 | |
| 50.4 | 1 | |
| 51.4 | 1 | |
| 53.8 | 1 | |
| 54.5 | 1 | |
| 54.6 | 1 | |
| 55 | 1 | |
| 56.2 | 1 | |
| 58.2 | 1 |
| Value | Count | Frequency (%) |
| 117.8 | 1 | |
| 112.4 | 1 | |
| 109.5 | 1 | |
| 105.5 | 1 | |
| 100.1 | 1 | |
| 97.3 | 1 | |
| 91.9 | 1 | |
| 90 | 2 | |
| 89.6 | 1 | |
| 88.4 | 1 |
| Distinct | 26 |
|---|---|
| Distinct (%) | 52.0% |
| Missing | 129 |
| Missing (%) | 72.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.681 |
| Minimum | 1.52 |
|---|---|
| Maximum | 1.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 KiB |
Quantile statistics
| Minimum | 1.52 |
|---|---|
| 5-th percentile | 1.559 |
| Q1 | 1.62 |
| median | 1.68 |
| Q3 | 1.75 |
| 95-th percentile | 1.79 |
| Maximum | 1.87 |
| Range | 0.35 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.080311892 |
|---|---|
| Coefficient of variation (CV) | 0.047776259 |
| Kurtosis | -0.52690869 |
| Mean | 1.681 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | 0.19250412 |
| Sum | 84.05 |
| Variance | 0.00645 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 1.75 | 4 | 2.2% |
| 1.61 | 4 | 2.2% |
| 1.72 | 4 | 2.2% |
| 1.79 | 3 | 1.7% |
| 1.64 | 3 | 1.7% |
| 1.65 | 3 | 1.7% |
| 1.68 | 3 | 1.7% |
| 1.76 | 2 | 1.1% |
| 1.63 | 2 | 1.1% |
| 1.77 | 2 | 1.1% |
| Other values (16) | 20 | 11.2% |
| (Missing) | 129 |
| Value | Count | Frequency (%) |
| 1.52 | 1 | 0.6% |
| 1.55 | 2 | |
| 1.57 | 1 | 0.6% |
| 1.58 | 2 | |
| 1.59 | 1 | 0.6% |
| 1.6 | 1 | 0.6% |
| 1.61 | 4 | |
| 1.62 | 2 | |
| 1.63 | 2 | |
| 1.64 | 3 |
| Value | Count | Frequency (%) |
| 1.87 | 1 | 0.6% |
| 1.85 | 1 | 0.6% |
| 1.79 | 3 | |
| 1.78 | 1 | 0.6% |
| 1.77 | 2 | |
| 1.76 | 2 | |
| 1.75 | 4 | |
| 1.73 | 1 | 0.6% |
| 1.72 | 4 | |
| 1.71 | 1 | 0.6% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 179 | |
| 0 | 179 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 358 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 179 | |
| 0 | 179 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 179 | |
| . | 179 | |
| 0 | 179 |
total_protein_extreme_flag
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 358 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
dphru_053_final_corrections_applied
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 358 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
ezin_002_final_corrections_applied
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 358 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 358 | |
| . | 179 |
quality_harmonization_version
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.5 KiB |
| 2.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 2.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2.0 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 179 | |
| . | 179 | |
| 0 | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 358 | |
| Other Punctuation | 179 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 179 | |
| 0 | 179 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 537 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 179 | |
| . | 179 | |
| 0 | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 179 | |
| . | 179 | |
| 0 | 179 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 179 |
Interactions
Correlations
| BMI (kg/m²) | Clinical Study ID | HEAT_VULNERABILITY_SCORE | Other measures of obesity | Potassium (mEq/L) | Respiratory rate (breaths/min) | body_temperature_celsius | climate_14d_mean_temp | climate_30d_mean_temp | climate_7d_max_temp | climate_7d_mean_temp | climate_daily_max_temp | climate_daily_mean_temp | climate_daily_min_temp | climate_heat_stress_index | climate_p90_threshold | climate_p95_threshold | climate_p99_threshold | climate_season | climate_standardized_anomaly | climate_temp_anomaly | coordinate_source | heart_rate_bpm | height_m | jhb_subregion | longitude | month | respiration rate | season | weight_kg | year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BMI (kg/m²) | 1.000 | 0.000 | 1.000 | 1.000 | 0.117 | 0.005 | -0.126 | 0.151 | 0.151 | -0.223 | 0.102 | 0.256 | 0.159 | 0.159 | 0.202 | 1.000 | 1.000 | 1.000 | 0.000 | 0.256 | -0.005 | 0.000 | 0.187 | -0.298 | 1.000 | 1.000 | -0.248 | 0.005 | 0.000 | 0.910 | 0.000 |
| Clinical Study ID | 0.000 | 1.000 | 0.000 | 0.000 | 0.109 | 0.000 | 0.094 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.062 | 0.000 |
| HEAT_VULNERABILITY_SCORE | 1.000 | 0.000 | 1.000 | 1.000 | 0.128 | 1.000 | 1.000 | 0.739 | 0.685 | 0.789 | 0.639 | 0.865 | 0.827 | 0.859 | 0.635 | 0.367 | 0.367 | 0.367 | 0.804 | 0.781 | 0.798 | 0.709 | 1.000 | 1.000 | 0.000 | 0.000 | 0.812 | 1.000 | 0.804 | 1.000 | 0.717 |
| Other measures of obesity | 1.000 | 0.000 | 1.000 | 1.000 | 0.117 | 0.005 | -0.126 | 0.151 | 0.151 | -0.223 | 0.102 | 0.256 | 0.159 | 0.159 | 0.202 | 1.000 | 1.000 | 1.000 | 0.000 | 0.256 | -0.005 | 0.000 | 0.187 | -0.298 | 1.000 | 1.000 | -0.248 | 0.005 | 0.000 | 0.910 | 0.000 |
| Potassium (mEq/L) | 0.117 | 0.109 | 0.128 | 0.117 | 1.000 | -0.020 | -0.268 | -0.211 | -0.216 | -0.251 | -0.190 | -0.239 | -0.204 | -0.192 | -0.243 | 0.326 | 0.326 | 0.326 | 0.132 | -0.187 | -0.247 | 0.000 | -0.275 | 0.160 | 0.000 | 0.000 | -0.055 | -0.020 | 0.132 | 0.182 | 0.058 |
| Respiratory rate (breaths/min) | 0.005 | 0.000 | 1.000 | 0.005 | -0.020 | 1.000 | 0.327 | 0.306 | 0.306 | 0.069 | 0.312 | 0.072 | 0.318 | 0.318 | -0.151 | 1.000 | 1.000 | 1.000 | 0.169 | 0.072 | -0.300 | 0.000 | -0.020 | -0.014 | 1.000 | 1.000 | -0.059 | 1.000 | 0.169 | 0.008 | 0.114 |
| body_temperature_celsius | -0.126 | 0.094 | 1.000 | -0.126 | -0.268 | 0.327 | 1.000 | 0.315 | 0.315 | -0.144 | 0.301 | 0.310 | 0.337 | 0.337 | 0.111 | 1.000 | 1.000 | 1.000 | 0.218 | 0.310 | -0.140 | 0.000 | 0.294 | -0.097 | 1.000 | 1.000 | -0.288 | 0.327 | 0.218 | -0.142 | 0.253 |
| climate_14d_mean_temp | 0.151 | 0.000 | 0.739 | 0.151 | -0.211 | 0.306 | 0.315 | 1.000 | 0.995 | 0.933 | 0.981 | 0.960 | 0.987 | 0.981 | 0.864 | 0.983 | 0.983 | 0.983 | 0.862 | 0.690 | 0.473 | 0.482 | -0.047 | 0.034 | 0.000 | 0.000 | -0.316 | 0.306 | 0.862 | 0.204 | 0.697 |
| climate_30d_mean_temp | 0.151 | 0.000 | 0.685 | 0.151 | -0.216 | 0.306 | 0.315 | 0.995 | 1.000 | 0.938 | 0.970 | 0.951 | 0.972 | 0.973 | 0.843 | 0.670 | 0.670 | 0.670 | 0.752 | 0.685 | 0.462 | 0.474 | -0.047 | 0.034 | 0.072 | 0.072 | -0.309 | 0.306 | 0.752 | 0.204 | 0.609 |
| climate_7d_max_temp | -0.223 | 0.000 | 0.789 | -0.223 | -0.251 | 0.069 | -0.144 | 0.933 | 0.938 | 1.000 | 0.904 | 0.906 | 0.898 | 0.874 | 0.812 | 0.983 | 0.983 | 0.983 | 0.782 | 0.617 | 0.570 | 0.438 | 0.165 | 0.201 | 0.000 | 0.000 | 0.006 | 0.069 | 0.782 | -0.149 | 0.823 |
| climate_7d_mean_temp | 0.102 | 0.000 | 0.639 | 0.102 | -0.190 | 0.312 | 0.301 | 0.981 | 0.970 | 0.904 | 1.000 | 0.945 | 0.991 | 0.987 | 0.880 | 0.986 | 0.986 | 0.986 | 0.825 | 0.656 | 0.458 | 0.414 | -0.168 | 0.164 | 0.000 | 0.000 | -0.335 | 0.312 | 0.825 | 0.190 | 0.539 |
| climate_daily_max_temp | 0.256 | 0.000 | 0.865 | 0.256 | -0.239 | 0.072 | 0.310 | 0.960 | 0.951 | 0.906 | 0.945 | 1.000 | 0.970 | 0.945 | 0.940 | 0.986 | 0.986 | 0.986 | 0.831 | 0.718 | 0.584 | 0.527 | -0.125 | -0.199 | 0.000 | 0.000 | -0.310 | 0.072 | 0.831 | 0.208 | 0.703 |
| climate_daily_mean_temp | 0.159 | 0.000 | 0.827 | 0.159 | -0.204 | 0.318 | 0.337 | 0.987 | 0.972 | 0.898 | 0.991 | 0.970 | 1.000 | 0.990 | 0.907 | 0.986 | 0.986 | 0.986 | 0.991 | 0.691 | 0.491 | 0.512 | -0.088 | 0.055 | 0.000 | 0.000 | -0.361 | 0.318 | 0.991 | 0.219 | 0.908 |
| climate_daily_min_temp | 0.159 | 0.000 | 0.859 | 0.159 | -0.192 | 0.318 | 0.337 | 0.981 | 0.973 | 0.874 | 0.987 | 0.945 | 0.990 | 1.000 | 0.886 | 0.980 | 0.980 | 0.980 | 0.973 | 0.669 | 0.436 | 0.516 | -0.088 | 0.055 | 0.000 | 0.000 | -0.425 | 0.318 | 0.973 | 0.219 | 0.870 |
| climate_heat_stress_index | 0.202 | 0.000 | 0.635 | 0.202 | -0.243 | -0.151 | 0.111 | 0.864 | 0.843 | 0.812 | 0.880 | 0.940 | 0.907 | 0.886 | 1.000 | 0.986 | 0.986 | 0.986 | 0.859 | 0.579 | 0.578 | 0.389 | -0.098 | -0.279 | 0.000 | 0.000 | -0.296 | -0.151 | 0.859 | 0.098 | 0.772 |
| climate_p90_threshold | 1.000 | 0.000 | 0.367 | 1.000 | 0.326 | 1.000 | 1.000 | 0.983 | 0.670 | 0.983 | 0.986 | 0.986 | 0.986 | 0.980 | 0.986 | 1.000 | 0.986 | 0.986 | 0.674 | 0.986 | 0.790 | 0.331 | 1.000 | 1.000 | 0.089 | 0.089 | 0.980 | 1.000 | 0.674 | 1.000 | 0.259 |
| climate_p95_threshold | 1.000 | 0.000 | 0.367 | 1.000 | 0.326 | 1.000 | 1.000 | 0.983 | 0.670 | 0.983 | 0.986 | 0.986 | 0.986 | 0.980 | 0.986 | 0.986 | 1.000 | 0.986 | 0.674 | 0.986 | 0.790 | 0.331 | 1.000 | 1.000 | 0.089 | 0.089 | 0.980 | 1.000 | 0.674 | 1.000 | 0.259 |
| climate_p99_threshold | 1.000 | 0.000 | 0.367 | 1.000 | 0.326 | 1.000 | 1.000 | 0.983 | 0.670 | 0.983 | 0.986 | 0.986 | 0.986 | 0.980 | 0.986 | 0.986 | 0.986 | 1.000 | 0.674 | 0.986 | 0.790 | 0.331 | 1.000 | 1.000 | 0.089 | 0.089 | 0.980 | 1.000 | 0.674 | 1.000 | 0.259 |
| climate_season | 0.000 | 0.000 | 0.804 | 0.000 | 0.132 | 0.169 | 0.218 | 0.862 | 0.752 | 0.782 | 0.825 | 0.831 | 0.991 | 0.973 | 0.859 | 0.674 | 0.674 | 0.674 | 1.000 | 0.860 | 0.650 | 0.441 | 0.000 | 0.080 | 0.104 | 0.104 | 0.960 | 0.169 | 1.000 | 0.302 | 0.901 |
| climate_standardized_anomaly | 0.256 | 0.000 | 0.781 | 0.256 | -0.187 | 0.072 | 0.310 | 0.690 | 0.685 | 0.617 | 0.656 | 0.718 | 0.691 | 0.669 | 0.579 | 0.986 | 0.986 | 0.986 | 0.860 | 1.000 | 0.807 | 0.373 | -0.125 | -0.199 | 0.000 | 0.000 | -0.177 | 0.072 | 0.860 | 0.208 | 0.986 |
| climate_temp_anomaly | -0.005 | 0.000 | 0.798 | -0.005 | -0.247 | -0.300 | -0.140 | 0.473 | 0.462 | 0.570 | 0.458 | 0.584 | 0.491 | 0.436 | 0.578 | 0.790 | 0.790 | 0.790 | 0.650 | 0.807 | 1.000 | 0.468 | 0.020 | -0.204 | 0.000 | 0.000 | 0.249 | -0.300 | 0.650 | -0.105 | 0.680 |
| coordinate_source | 0.000 | 0.000 | 0.709 | 0.000 | 0.000 | 0.000 | 0.000 | 0.482 | 0.474 | 0.438 | 0.414 | 0.527 | 0.512 | 0.516 | 0.389 | 0.331 | 0.331 | 0.331 | 0.441 | 0.373 | 0.468 | 1.000 | 0.000 | 0.000 | 0.997 | 0.997 | 0.420 | 0.000 | 0.441 | 0.229 | 0.436 |
| heart_rate_bpm | 0.187 | 0.000 | 1.000 | 0.187 | -0.275 | -0.020 | 0.294 | -0.047 | -0.047 | 0.165 | -0.168 | -0.125 | -0.088 | -0.088 | -0.098 | 1.000 | 1.000 | 1.000 | 0.000 | -0.125 | 0.020 | 0.000 | 1.000 | -0.140 | 1.000 | 1.000 | 0.084 | -0.020 | 0.000 | 0.123 | 0.000 |
| height_m | -0.298 | 0.000 | 1.000 | -0.298 | 0.160 | -0.014 | -0.097 | 0.034 | 0.034 | 0.201 | 0.164 | -0.199 | 0.055 | 0.055 | -0.279 | 1.000 | 1.000 | 1.000 | 0.080 | -0.199 | -0.204 | 0.000 | -0.140 | 1.000 | 1.000 | 1.000 | 0.220 | -0.014 | 0.080 | 0.091 | 0.206 |
| jhb_subregion | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.089 | 0.089 | 0.089 | 0.104 | 0.000 | 0.000 | 0.997 | 1.000 | 1.000 | 1.000 | 0.871 | 0.000 | 1.000 | 0.104 | 1.000 | 0.000 |
| longitude | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.089 | 0.089 | 0.089 | 0.104 | 0.000 | 0.000 | 0.997 | 1.000 | 1.000 | 0.871 | 1.000 | 0.000 | 1.000 | 0.104 | 1.000 | 0.000 |
| month | -0.248 | 0.000 | 0.812 | -0.248 | -0.055 | -0.059 | -0.288 | -0.316 | -0.309 | 0.006 | -0.335 | -0.310 | -0.361 | -0.425 | -0.296 | 0.980 | 0.980 | 0.980 | 0.960 | -0.177 | 0.249 | 0.420 | 0.084 | 0.220 | 0.000 | 0.000 | 1.000 | -0.059 | 0.960 | -0.193 | 0.980 |
| respiration rate | 0.005 | 0.000 | 1.000 | 0.005 | -0.020 | 1.000 | 0.327 | 0.306 | 0.306 | 0.069 | 0.312 | 0.072 | 0.318 | 0.318 | -0.151 | 1.000 | 1.000 | 1.000 | 0.169 | 0.072 | -0.300 | 0.000 | -0.020 | -0.014 | 1.000 | 1.000 | -0.059 | 1.000 | 0.169 | 0.008 | 0.114 |
| season | 0.000 | 0.000 | 0.804 | 0.000 | 0.132 | 0.169 | 0.218 | 0.862 | 0.752 | 0.782 | 0.825 | 0.831 | 0.991 | 0.973 | 0.859 | 0.674 | 0.674 | 0.674 | 1.000 | 0.860 | 0.650 | 0.441 | 0.000 | 0.080 | 0.104 | 0.104 | 0.960 | 0.169 | 1.000 | 0.302 | 0.901 |
| weight_kg | 0.910 | 0.062 | 1.000 | 0.910 | 0.182 | 0.008 | -0.142 | 0.204 | 0.204 | -0.149 | 0.190 | 0.208 | 0.219 | 0.219 | 0.098 | 1.000 | 1.000 | 1.000 | 0.302 | 0.208 | -0.105 | 0.229 | 0.123 | 0.091 | 1.000 | 1.000 | -0.193 | 0.008 | 0.302 | 1.000 | 0.228 |
| year | 0.000 | 0.000 | 0.717 | 0.000 | 0.058 | 0.114 | 0.253 | 0.697 | 0.609 | 0.823 | 0.539 | 0.703 | 0.908 | 0.870 | 0.772 | 0.259 | 0.259 | 0.259 | 0.901 | 0.986 | 0.680 | 0.436 | 0.000 | 0.206 | 0.000 | 0.000 | 0.980 | 0.114 | 0.901 | 0.228 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| study_source | primary_date | year | month | season | latitude | longitude | jhb_subregion | city | province | country | date | Country | Clinical Study ID | Potassium (mEq/L) | respiration rate | Other measures of obesity | coordinate_source | coordinate_precision | geographic_source | HEAT_VULNERABILITY_SCORE | HEAT_STRESS_RISK_CATEGORY | HIV_status | johannesburg_metro_valid | study_site_location | BMI (kg/m²) | Respiratory rate (breaths/min) | climate_daily_mean_temp | climate_daily_max_temp | climate_daily_min_temp | climate_7d_mean_temp | climate_7d_max_temp | climate_14d_mean_temp | climate_30d_mean_temp | climate_temp_anomaly | climate_standardized_anomaly | climate_heat_day_p90 | climate_heat_day_p95 | climate_heat_stress_index | climate_p90_threshold | climate_p95_threshold | climate_p99_threshold | climate_season | heart_rate_bpm | body_temperature_celsius | weight_kg | height_m | sa_biomarker_standards | cd4_correction_applied | final_comprehensive_fix_applied | total_protein_extreme_flag | dphru_053_final_corrections_applied | ezin_002_final_corrections_applied | quality_harmonization_version | waist_circ_unit_correction_applied | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1983 | JHB_EZIN_025 | 2020-10-15 | 2020.0 | 10.0 | Spring | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2020-10-15 | South Africa | Arm A | 3.5 | 20.0 | 18.577037 | JHB_VIDA_008 | high | harmonized_datasets | 0.262454 | LOW | Positive | 1.0 | Johannesburg (General) | 18.577037 | 20.0 | 18.285 | 25.656 | 10.038 | 18.602 | 31.094 | 18.834 | 19.102 | 6.554 | -0.204 | 0.0 | 0.0 | 19.343 | 28.409 | 29.704 | 31.797 | Spring | 83.0 | 36.5 | 58.2 | 1.77 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 1984 | JHB_EZIN_025 | 2020-10-28 | 2020.0 | 10.0 | Spring | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2020-10-28 | South Africa | Arm B | 4.6 | 22.0 | 20.822066 | JHB_VIDA_008 | high | harmonized_datasets | 0.262454 | LOW | Positive | 1.0 | Johannesburg (General) | 20.822066 | 22.0 | 18.285 | 25.656 | 10.038 | 18.602 | 31.094 | 18.834 | 19.102 | 6.554 | -0.204 | 0.0 | 0.0 | 19.343 | 28.409 | 29.704 | 31.797 | Spring | 72.0 | 36.1 | 61.6 | 1.72 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 1985 | JHB_EZIN_025 | 2020-10-29 | 2020.0 | 10.0 | Spring | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2020-10-29 | South Africa | Arm A | 4.9 | 19.0 | 22.308150 | JHB_VIDA_008 | high | harmonized_datasets | 0.262454 | LOW | Positive | 1.0 | Johannesburg (General) | 22.308150 | 19.0 | 18.285 | 25.656 | 10.038 | 18.602 | 31.094 | 18.834 | 19.102 | 6.554 | -0.204 | 0.0 | 0.0 | 19.343 | 28.409 | 29.704 | 31.797 | Spring | 84.0 | 36.3 | 60.0 | 1.64 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 1986 | JHB_EZIN_025 | 2020-11-04 | 2020.0 | 11.0 | Spring | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2020-11-04 | South Africa | Arm C | 4.3 | 19.0 | 19.829482 | JHB_VIDA_008 | high | harmonized_datasets | 0.262454 | LOW | Positive | 1.0 | Johannesburg (General) | 19.829482 | 19.0 | 18.352 | 23.421 | 12.697 | 18.187 | 28.840 | 19.966 | 20.528 | 2.893 | -0.336 | 0.0 | 0.0 | 17.424 | 28.409 | 29.704 | 31.797 | Spring | 74.0 | 36.7 | 51.4 | 1.61 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 1987 | JHB_EZIN_025 | 2020-11-05 | 2020.0 | 11.0 | Spring | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2020-11-05 | South Africa | Arm A | 4.7 | 20.0 | 25.307622 | JHB_VIDA_008 | high | harmonized_datasets | 0.262454 | LOW | Positive | 1.0 | Johannesburg (General) | 25.307622 | 20.0 | 18.352 | 23.421 | 12.697 | 18.187 | 28.840 | 19.966 | 20.528 | 2.893 | -0.336 | 0.0 | 0.0 | 17.424 | 28.409 | 29.704 | 31.797 | Spring | 105.0 | 37.1 | 68.9 | 1.65 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 1988 | JHB_EZIN_025 | 2020-12-09 | 2020.0 | 12.0 | Summer | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2020-12-09 | South Africa | Arm B | 4.9 | 18.0 | 32.841490 | JHB_VIDA_008 | high | harmonized_datasets | 0.262454 | LOW | Positive | 1.0 | Johannesburg (General) | 32.841490 | 18.0 | 19.331 | 23.889 | 15.383 | 20.221 | 29.212 | 19.409 | 19.544 | 4.345 | -0.272 | 0.0 | 0.0 | 16.357 | 28.409 | 29.704 | 31.797 | Summer | 96.0 | 36.3 | 112.4 | 1.85 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 1989 | JHB_EZIN_025 | 2020-12-11 | 2020.0 | 12.0 | Summer | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2020-12-11 | South Africa | Arm E | 4.4 | 19.0 | 17.506390 | JHB_VIDA_008 | high | harmonized_datasets | 0.262454 | LOW | Positive | 1.0 | Johannesburg (General) | 17.506390 | 19.0 | 19.331 | 23.889 | 15.383 | 20.221 | 29.212 | 19.409 | 19.544 | 4.345 | -0.272 | 0.0 | 0.0 | 16.357 | 28.409 | 29.704 | 31.797 | Summer | 64.0 | 37.0 | 50.0 | 1.69 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 1990 | JHB_EZIN_025 | 2020-12-15 | 2020.0 | 12.0 | Summer | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2020-12-15 | South Africa | Arm D | 4.9 | 18.0 | 31.313449 | JHB_VIDA_008 | high | harmonized_datasets | 0.262454 | LOW | Positive | 1.0 | Johannesburg (General) | 31.313449 | 18.0 | 19.331 | 23.889 | 15.383 | 20.221 | 29.212 | 19.409 | 19.544 | 4.345 | -0.272 | 0.0 | 0.0 | 16.357 | 28.409 | 29.704 | 31.797 | Summer | 50.0 | 36.2 | 109.5 | 1.87 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 1991 | JHB_EZIN_025 | 2021-01-05 | 2021.0 | 1.0 | Summer | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2021-01-05 | South Africa | Arm B | 4.4 | 19.0 | 31.633715 | JHB_VIDA_008 | high | harmonized_datasets | 0.262454 | LOW | Positive | 1.0 | Johannesburg (General) | 31.633715 | 19.0 | 21.626 | 26.902 | 16.620 | 19.788 | 27.183 | 20.751 | 20.855 | 6.047 | 0.843 | 0.0 | 0.0 | 20.129 | 28.409 | 29.704 | 31.797 | Summer | 80.0 | 36.4 | 76.0 | 1.55 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 1992 | JHB_EZIN_025 | 2021-01-05 | 2021.0 | 1.0 | Summer | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2021-01-05 | South Africa | Arm C | 4.1 | 20.0 | 39.101562 | JHB_VIDA_008 | high | harmonized_datasets | 0.262454 | LOW | Positive | 1.0 | Johannesburg (General) | 39.101562 | 20.0 | 21.626 | 26.902 | 16.620 | 19.788 | 27.183 | 20.751 | 20.855 | 6.047 | 0.843 | 0.0 | 0.0 | 20.129 | 28.409 | 29.704 | 31.797 | Summer | 70.0 | 36.3 | 100.1 | 1.60 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| study_source | primary_date | year | month | season | latitude | longitude | jhb_subregion | city | province | country | date | Country | Clinical Study ID | Potassium (mEq/L) | respiration rate | Other measures of obesity | coordinate_source | coordinate_precision | geographic_source | HEAT_VULNERABILITY_SCORE | HEAT_STRESS_RISK_CATEGORY | HIV_status | johannesburg_metro_valid | study_site_location | BMI (kg/m²) | Respiratory rate (breaths/min) | climate_daily_mean_temp | climate_daily_max_temp | climate_daily_min_temp | climate_7d_mean_temp | climate_7d_max_temp | climate_14d_mean_temp | climate_30d_mean_temp | climate_temp_anomaly | climate_standardized_anomaly | climate_heat_day_p90 | climate_heat_day_p95 | climate_heat_stress_index | climate_p90_threshold | climate_p95_threshold | climate_p99_threshold | climate_season | heart_rate_bpm | body_temperature_celsius | weight_kg | height_m | sa_biomarker_standards | cd4_correction_applied | final_comprehensive_fix_applied | total_protein_extreme_flag | dphru_053_final_corrections_applied | ezin_002_final_corrections_applied | quality_harmonization_version | waist_circ_unit_correction_applied | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2152 | JHB_EZIN_025 | 2021-06-15 | 2021.0 | 6.0 | Winter | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2021-06-15 | South Africa | Arm B | 4.2 | NaN | NaN | JHB_EZIN_025 | high | harmonized_datasets | 0.0 | LOW | Positive | 1.0 | Johannesburg (General) | NaN | NaN | 7.098 | 13.147 | 1.468 | 8.244 | 18.344 | 9.443 | 10.613 | 2.534 | -1.246 | 0.0 | 0.0 | 7.393 | 28.246 | 29.513 | 31.748 | Winter | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 2153 | JHB_EZIN_025 | 2021-06-16 | 2021.0 | 6.0 | Winter | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2021-06-16 | South Africa | Arm B | 5.1 | NaN | NaN | JHB_EZIN_025 | high | harmonized_datasets | 0.0 | LOW | Positive | 1.0 | Johannesburg (General) | NaN | NaN | 7.098 | 13.147 | 1.468 | 8.244 | 18.344 | 9.443 | 10.613 | 2.534 | -1.246 | 0.0 | 0.0 | 7.393 | 28.246 | 29.513 | 31.748 | Winter | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 2154 | JHB_EZIN_025 | 2021-07-01 | 2021.0 | 7.0 | Winter | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2021-07-01 | South Africa | Arm E | 4.7 | NaN | NaN | JHB_EZIN_025 | high | harmonized_datasets | 0.0 | LOW | Positive | 1.0 | Johannesburg (General) | NaN | NaN | 11.381 | 18.200 | 4.964 | 12.946 | 22.614 | 11.883 | 10.978 | 7.222 | 0.671 | 0.0 | 0.0 | 11.323 | 28.409 | 29.704 | 31.797 | Winter | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 2155 | JHB_EZIN_025 | 2021-07-01 | 2021.0 | 7.0 | Winter | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2021-07-01 | South Africa | Arm D | 3.8 | NaN | NaN | JHB_EZIN_025 | high | harmonized_datasets | 0.0 | LOW | Positive | 1.0 | Johannesburg (General) | NaN | NaN | 11.381 | 18.200 | 4.964 | 12.946 | 22.614 | 11.883 | 10.978 | 7.222 | 0.671 | 0.0 | 0.0 | 11.323 | 28.409 | 29.704 | 31.797 | Winter | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 2156 | JHB_EZIN_025 | 2021-05-13 | 2021.0 | 5.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2021-05-13 | South Africa | Arm A | 5.6 | NaN | NaN | JHB_VIDA_008 | high | harmonized_datasets | 0.0 | LOW | Positive | 1.0 | Johannesburg (General) | NaN | NaN | 13.599 | 19.978 | 7.473 | 13.294 | 21.405 | 14.097 | 14.519 | 5.458 | 0.310 | 0.0 | 0.0 | 16.134 | 28.409 | 29.704 | 31.797 | Autumn | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 2157 | JHB_EZIN_025 | 2021-05-20 | 2021.0 | 5.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2021-05-20 | South Africa | Arm B | 4.3 | NaN | NaN | JHB_VIDA_008 | high | harmonized_datasets | 0.0 | LOW | Positive | 1.0 | Johannesburg (General) | NaN | NaN | 13.599 | 19.978 | 7.473 | 13.294 | 21.405 | 14.097 | 14.519 | 5.458 | 0.310 | 0.0 | 0.0 | 16.134 | 28.409 | 29.704 | 31.797 | Autumn | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 2158 | JHB_EZIN_025 | 2021-05-27 | 2021.0 | 5.0 | Autumn | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2021-05-27 | South Africa | Arm D | 4.7 | NaN | NaN | JHB_VIDA_008 | high | harmonized_datasets | 0.0 | LOW | Positive | 1.0 | Johannesburg (General) | NaN | NaN | 13.599 | 19.978 | 7.473 | 13.294 | 21.405 | 14.097 | 14.519 | 5.458 | 0.310 | 0.0 | 0.0 | 16.134 | 28.409 | 29.704 | 31.797 | Autumn | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 2159 | JHB_EZIN_025 | 2021-06-08 | 2021.0 | 6.0 | Winter | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2021-06-08 | South Africa | Arm E | 5.7 | NaN | NaN | JHB_VIDA_008 | high | harmonized_datasets | 0.0 | LOW | Positive | 1.0 | Johannesburg (General) | NaN | NaN | 7.098 | 13.147 | 1.468 | 8.244 | 18.344 | 9.443 | 10.613 | 2.534 | -1.246 | 0.0 | 0.0 | 7.393 | 28.246 | 29.513 | 31.748 | Winter | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 2160 | JHB_EZIN_025 | 2021-06-08 | 2021.0 | 6.0 | Winter | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2021-06-08 | South Africa | Arm A | 5.4 | NaN | NaN | JHB_VIDA_008 | high | harmonized_datasets | 0.0 | LOW | Positive | 1.0 | Johannesburg (General) | NaN | NaN | 7.098 | 13.147 | 1.468 | 8.244 | 18.344 | 9.443 | 10.613 | 2.534 | -1.246 | 0.0 | 0.0 | 7.393 | 28.246 | 29.513 | 31.748 | Winter | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |
| 2161 | JHB_EZIN_025 | 2021-06-08 | 2021.0 | 6.0 | Winter | -26.2041 | 28.0473 | Central_JHB | Johannesburg | Gauteng | South Africa | 2021-06-08 | South Africa | Arm C | 4.9 | NaN | NaN | JHB_VIDA_008 | high | harmonized_datasets | 0.0 | LOW | Positive | 1.0 | Johannesburg (General) | NaN | NaN | 7.098 | 13.147 | 1.468 | 8.244 | 18.344 | 9.443 | 10.613 | 2.534 | -1.246 | 0.0 | 0.0 | 7.393 | 28.246 | 29.513 | 31.748 | Winter | NaN | NaN | NaN | NaN | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2.0 | False |